Robotic tactile perception of object properties: A review

Touch sensing can help robots understand their surrounding environment, and in particular the objects they interact with. To this end, roboticists have, in the last few decades, developed several tactile sensing solutions, extensively reported in the literature. Research into interpreting the convey...

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Published inMechatronics (Oxford) Vol. 48; pp. 54 - 67
Main Authors Luo, Shan, Bimbo, Joao, Dahiya, Ravinder, Liu, Hongbin
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.12.2017
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Abstract Touch sensing can help robots understand their surrounding environment, and in particular the objects they interact with. To this end, roboticists have, in the last few decades, developed several tactile sensing solutions, extensively reported in the literature. Research into interpreting the conveyed tactile information has also started to attract increasing attention in recent years. However, a comprehensive study on this topic is yet to be reported. In an effort to collect and summarize the major scientific achievements in the area, this survey extensively reviews current trends in robot tactile perception of object properties. Available tactile sensing technologies are briefly presented before an extensive review on tactile recognition of object properties. The object properties that are targeted by this review are shape, surface material and object pose. The role of touch sensing in combination with other sensing sources is also discussed. In this review, open issues are identified and future directions for applying tactile sensing in different tasks are suggested.
AbstractList Touch sensing can help robots understand their surrounding environment, and in particular the objects they interact with. To this end, roboticists have, in the last few decades, developed several tactile sensing solutions, extensively reported in the literature. Research into interpreting the conveyed tactile information has also started to attract increasing attention in recent years. However, a comprehensive study on this topic is yet to be reported. In an effort to collect and summarize the major scientific achievements in the area, this survey extensively reviews current trends in robot tactile perception of object properties. Available tactile sensing technologies are briefly presented before an extensive review on tactile recognition of object properties. The object properties that are targeted by this review are shape, surface material and object pose. The role of touch sensing in combination with other sensing sources is also discussed. In this review, open issues are identified and future directions for applying tactile sensing in different tasks are suggested.
Author Luo, Shan
Bimbo, Joao
Dahiya, Ravinder
Liu, Hongbin
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  givenname: Joao
  surname: Bimbo
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  givenname: Ravinder
  surname: Dahiya
  fullname: Dahiya, Ravinder
  organization: Electronics and Nanoscale Engineering Research Division, University of Glasgow, Glasgow G12 8QQ, U.K
– sequence: 4
  givenname: Hongbin
  surname: Liu
  fullname: Liu, Hongbin
  organization: Centre for Robotics Research, Department of Informatics, King’s College London, London WC2R 2LS, U.K
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Cites_doi 10.1080/01691864.2014.1002531
10.1109/TRO.2016.2549545
10.1089/soro.2016.0028
10.1109/TBME.2011.2106783
10.1109/JSEN.2014.2375203
10.1088/2058-8585/aa5ab2
10.1016/j.sna.2014.08.003
10.1016/j.neucom.2017.03.014
10.1109/TRO.2013.2279630
10.1007/s11263-011-0431-5
10.1016/j.robot.2013.11.011
10.1109/TOH.2014.2326159
10.1080/01691864.2012.728693
10.1109/TOH.2009.47
10.1109/TRO.2011.2134130
10.1016/j.robot.2015.07.015
10.1109/TPAMI.2007.1049
10.1109/TRO.2011.2130030
10.3389/fnbot.2012.00004
10.1177/02783649922066556
10.1093/cercor/12.11.1202
10.1109/TRO.2011.2132870
10.1109/TRO.2011.2121130
10.3758/APP.71.7.1439
10.1080/01691864.2015.1095652
10.1109/TRO.2011.2119910
10.1007/978-3-319-32552-1
10.1177/0278364912455441
10.1177/0278364915571007
10.1109/TRO.2011.2127110
10.1016/j.visres.2010.10.005
10.1109/TRO.2011.2132930
10.1109/TASE.2009.2020994
10.1007/s11263-013-0609-0
10.1109/19.126638
10.1177/02783640122068191
10.1177/0278364905056196
10.1016/j.sna.2011.02.038
10.1109/TOH.2013.53
10.1109/21.44007
10.1007/s11370-008-0026-3
10.1080/01691864.2015.1095653
10.1016/j.robot.2007.05.003
10.1109/TOH.2016.2521378
10.1177/027836498400300301
10.1177/0278364905059065
10.1016/j.robot.2014.09.007
10.1038/44139
10.1016/j.robot.2013.08.013
10.1016/j.robot.2010.07.002
10.1088/0960-1317/15/5/003
10.1109/TRO.2011.2125350
10.1109/TVCG.2006.32
10.1109/JSEN.2013.2279056
10.1023/B:VISI.0000029664.99615.94
10.1023/B:VISI.0000042934.15159.49
10.1016/S0924-4247(97)01496-9
10.1109/TRO.2011.2120830
10.1109/MRA.2014.2310152
10.1109/TRO.2011.2127130
10.1177/0278364911408368
10.1007/s11517-014-1142-1
10.1068/p5850
10.1034/j.1600-0846.2003.00031.x
10.1016/0010-0285(90)90009-S
10.1109/TRO.2011.2138450
10.1038/nmat4731
10.1145/2010324.1964941
10.1109/TRO.2011.2130090
10.1109/TOH.2010.19
10.1088/1748-3190/10/1/016012
10.1109/TCDS.2017.2649225
10.1109/TPAMI.2013.50
10.1109/TRO.2017.2707092
10.1063/1.4991532
10.1038/srep16744
10.1002/rob.21538
10.1109/TIM.2016.2514779
10.1109/TRO.2011.2116930
10.1109/TOH.2013.56
10.1109/JSEN.2002.1000251
10.1109/TRO.2009.2033627
10.1109/LRA.2016.2517244
10.1109/TPAMI.2005.188
10.1088/1748-3182/3/3/035002
10.1109/TRO.2011.2106330
10.1016/j.robot.2012.07.021
10.3390/s140203227
10.1038/nature12314
10.1007/s10514-010-9192-1
10.1109/JSEN.2015.2432127
10.3389/fnbot.2012.00007
10.1109/TRO.2011.2139150
10.1109/LRA.2017.2654542
10.1109/34.993558
10.1109/70.105389
10.1109/JSEN.2011.2159835
10.1177/027836498800700603
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Keywords Sensor fusion
Survey
Robot tactile systems
Tactile sensing
Object recognition
Language English
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OpenAccessLink https://kclpure.kcl.ac.uk/ws/files/82190471/robotic_tactile_perception_review_final.pdf
PageCount 14
ParticipantIDs crossref_citationtrail_10_1016_j_mechatronics_2017_11_002
crossref_primary_10_1016_j_mechatronics_2017_11_002
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PublicationCentury 2000
PublicationDate December 2017
2017-12-00
PublicationDateYYYYMMDD 2017-12-01
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  year: 2017
  text: December 2017
PublicationDecade 2010
PublicationTitle Mechatronics (Oxford)
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Publisher Elsevier Ltd
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References Winstone, Griffiths, Pipe, Melhuish, Rossiter (bib0069) 2013
Allen (bib0179) 1984
Luo, Mou, Li, Althoefer, Liu (bib0101) 2014
Johnsson, Balkenius (bib0056) 2011; 27
Abraham, Prabhakar, Hartmann, Murphey (bib0140) 2017; 2
Dahiya, Metta, Valle, Sandini (bib0004) 2010; 26
Tenzer, Jentoft, Howe (bib0021) 2014; 21
Liu, Greco, Song, Bimbo, Seneviratne, Althoefer (bib0090) 2012
Cannata, Denei, Mastrogiovanni (bib0036) 2010
Argall, Billard (bib0010) 2010; 58
Navarro, Gorges, Worn, Schill, Asfour, Dillmann (bib0151) 2012
Polat, Balci, Kakenov, Uzlu, Kocabas, Dahiya (bib0026) 2015; 5
Mittendorfer, Cheng (bib0029) 2011; 27
Kim, Engel, Liu, Jones (bib0070) 2005; 15
Aggarwal, Kirchner (bib0047) 2014; 14
Sato, Kamiyama, Kawakami, Tachi (bib0023) 2010; 3
Tanaka, Lévêque, Tagami, Kikuchi, Chonan (bib0065) 2003; 9
Petrovskaya, Khatib, Thrun, Ng (bib0161) 2006
Dahiya, Cattin, Adami, Collini, Barboni, Valle (bib0012) 2011; 11
Johnson, Cole, Raj, Adelson (bib0024) 2011; 30
Ho, Nagatani, Noda, Hirai (bib0109) 2012
Amedi, Jacobson, Hendler, Malach, Zohary (bib0191) 2002; 12
Giguere, Dudek (bib0061) 2011; 27
Drimus, Kootstra, Bilberg, Kragic (bib0085) 2011
Dahiya, Valle (bib0001) 2012
Sinapov, Bergquist, Schenck, Ohiri, Griffith, Stoytchev (bib0182) 2011; 30
Russell (bib0097) 2000
Schaeffer, Okamura (bib0158) 2003
Li, Luo, Nanayakkara, Seneviratne, Dasgupta, Althoefer (bib0044) 2014; 218
Nowak, Jurie, Triggs (bib0145) 2006
Hoelscher, Peters, Hermans (bib0075) 2015
Meier, Schöpfer, Haschke, Ritter (bib0143) 2011; 27
Yuan, Wang, Dong, Adelson (bib0194) 2017
McMath, Yeung, Petriu, Trif (bib0148) 1991
Su, Fishel, Yamamoto, Loeb (bib0074) 2012; 6
Sun, Rogers, Aragon-Camarasa, Siebert (bib0050) 2016
Dahiya, Mittendorfer, Valle, Cheng, Lumelsky (bib0003) 2013; 13
Coles, Meglan, John (bib0046) 2011; 4
Vezzani, Pattacini, Battistelli, Chisci, Natale (bib0164) 2017
Schmitz, Maiolino, Maggiali, Natale, Cannata, Metta (bib0005) 2011; 27
Liu, Sharan, Adelson, Rosenholtz (bib0048) 2010
Yuan, Zhu, Owens, Srinivasan, Adelson (bib0079) 2017
Lowe (bib0086) 1999
Siegel (bib0155) 1991
Chorley, Melhuish, Pipe, Rossiter (bib0022) 2009
Nanayakkara, Jiang, Fernández, Liu, Althoefer, Bimbo (bib0072) 2016; 32
Büscher, Kõiva, Schürmann, Haschke, Ritter (bib0014) 2015; 63
Petrovskaya, Khatib (bib0163) 2011; 27
Prattichizzo, Chinello, Pacchierotti, Malvezzi (bib0146) 2013; 6
Göger, Gorges, Wörn (bib0039) 2009
Kroemer, Lampert, Peters (bib0015) 2011; 27
Yamaguchi, Atkeson (bib0025) 2016
Ji, Amirabdollahian, Polani, Dautenhahn (bib0110) 2011
Zangaladze, Epstein, Grafton, Sathian (bib0190) 1999; 401
Chitta, Sturm, Piccoli, Burgard (bib0096) 2011; 27
Yousef, Boukallel, Althoefer (bib0040) 2011; 167
Molchanov, Kroemer, Su, Sukhatme (bib0124) 2016
Yogeswaran, Dang, Navaraj, Shakthivel, Khan, Polat (bib0007) 2015; 29
Bay, Tuytelaars, Van Gool (bib0107) 2006
Okamura, Cutkosky (bib0134) 2001; 20
Li, Bekiroglu, Kragic, Billard (bib0118) 2014
Tawil, Rye, Velonaki (bib0095) 2011
Romano, Kuchenbecker (bib0063) 2014
Benali-Khoudja, Hafez, Alexandre, Kheddar (bib0045) 2004; 31
Schöpfer, Pardowitz, Ritter (bib0093) 2009
Jamali, Sammut (bib0084) 2011; 27
Hyttinen, Kragic, Detry (bib0129) 2015
Decherchi, Gastaldo, Dahiya, Valle, Zunino (bib0080) 2011; 27
Pezzementi, Plaku, Reyda, Hager (bib0035) 2011; 27
Koval, Pollard, Srinivasa (bib0170) 2015; 34
Lacey, Campbell, Sathian (bib0174) 2007; 36
Madry, Bo, Kragic, Fox (bib0121) 2014
Grimson, Lozano-Pérez (bib0131) 1984; 3
Allen, Roberts (bib0132) 1989
Hertkorn, Roa, Borst (bib0154) 2013
Dang, Weisz, Allen (bib0091) 2011
Jia, Tian (bib0139) 2010; 7
Sharan, Liu, Rosenholtz, Adelson (bib0049) 2013; 103
Luo, Mou, Althoefer, Liu (bib0102) 2015; 15
Araki, Nakamura, Nagai, Funakoshi, Nakano, Iwahashi (bib0183) 2012; 26
Schneider, Sturm, Stachniss, Reisert, Burkhardt, Burgard (bib0034) 2009
Bekiroglu, Laaksonen, Jørgensen, Kyrki, Kragic (bib0043) 2011; 27
Zhang, Kennedy, Hsieh, Daniilidis (bib0142) 2016
Edwards, Lawry, Rossiter, Melhuish (bib0055) 2008; 3
Allen (bib0184) 1988; 7
Petriu, McMath, Yeung, Trif (bib0149) 1992; 41
Petrovskaya, Khatib, Thrun, Ng (bib0162) 2007
Faragasso, Stilli, Bimbo, Wurdemann, Althoefer (bib0083) 2015
Felip, Morales, Asfour (bib0175) 2014
Platt Jr, Permenter, Pfeiffer (bib0160) 2011; 27
Stork, Ek, Bekiroglu, Kragic (bib0130) 2015
Yu, Leonard, Rodriguez (bib0165) 2015
Gauglitz, Höllerer, Turk (bib0105) 2011; 94
Honda, Hasegawa, Kiriki, Matsuoka (bib0172) 1998; 3
Kaboli, Long, Cheng (bib0031) 2015; 29
Khan, Lorenzelli, Dahiya (bib0008) 2015; 15
Ibrayev, Jia (bib0137) 2005; 24
Fearing, Binford (bib0136) 1991; 7
Martinez-Hernandez, Dodd, Natale, Metta, Prescott, Lepora (bib0092) 2013
Allen, Miller, Oh, Leibowitz (bib0185) 1999; 4
Huet, Rudnicki, Hartmann (bib0019) 2017; 4
Muscari, Seminara, Mastrogiovanni, Valle, Capurro, Cannata (bib0028) 2013
Cao, Kotagiri, Sun, Li, Huang, Aye (bib0126) 2016
Xie, Liu, Luo, Seneviratne, Althoefer (bib0020) 2013
Sangpradit, Liu, Dasgupta, Althoefer, Seneviratne (bib0082) 2011; 58
Soh, Su, Demiris (bib0122) 2012
Jimenez, Soembagijo, Reynaerts, Van Brussel, Ceres, Pons (bib0089) 1997; 62
Ho, Araki, Makikawa, Hirai (bib0059) 2012
Li, Platt, Yuan, ten Pas, Roscup, Srinivasan (bib0115) 2014
Shill, Collins Jr, Coyle, Clark (bib0071) 2015; 10
Johnsson, Balkenius (bib0150) 2007; 55
Bimbo, Kormushev, Althoefer, Liu (bib0169) 2015; 29
Tawil, Rye, Velonaki (bib0094) 2012; 31
Oddo, Controzzi, Beccai, Cipriani, Carrozza (bib0066) 2011; 27
Schürmann, Koiva, Haschke, Ritter (bib0111) 2011
Belongie, Malik, Puzicha (bib0106) 2002; 24
Prats, Sanz, del Pobil (bib0188) 2010; 29
Bjorkman, Bekiroglu, Hogman, Kragic (bib0180) 2013
Gao, Hendricks, Kuchenbecker, Darrell (bib0193) 2016
Gorges, Navarro, Göger, Wörn (bib0116) 2010
Kaboli, Mittendorfer, Hugel, Cheng (bib0064) 2014
Ilonen, Bohg, Kyrki (bib0181) 2013
Lederman, Klatzky (bib0002) 2009; 71
Dragiev, Toussaint, Gienger (bib0186) 2011
Prats, Sanz, del Pobil (bib0177) 2009
Bekiroglu, Song, Wang, Kragic (bib0113) 2013
Kaltenbrunner, Sekitani, Reeder, Yokota, Kuribara, Tokuhara (bib0006) 2013; 499
Liu, Hsiao, Cheng, Liu, Su (bib0117) 2014
Heidemann, Schopfer (bib0037) 2004
Liu, Song, Bimbo, Seneviratne, Althoefer (bib0058) 2012
Wong, Hellman, Santos (bib0500) 2014; 7
Fox, Evans, Pearson, Prescott (bib0016) 2012
Luo, Mou, Althoefer, Liu (bib0168) 2015
Sanchez-Fibla, Duff, Verschure (bib0192) 2013
Jamali, Sammut (bib0057) 2010
Tombari, Salti, Di Stefano (bib0108) 2010
Montemerlo, Thrun (bib0157) 2003; 2
Dallaire, Giguère, Émond, Chaib-Draa (bib0060) 2014; 62
Bimbo, Seneviratne, Althoefer, Liu (bib0173) 2013
Jia, Mi, Tian (bib0138) 2006
Luo, Liu, Althoefer, Liu (bib0103) 2015
Schmid, Gorges, Goger, Worn (bib0098) 2008
Windau, Shen (bib0077) 2010
Corradi, Hall, Iravani (bib0088) 2015
Kuchenbecker, Fiene, Niemeyer (bib0017) 2006; 12
Mitchinson, Pearson, Pipe, Prescott (bib0018) 2014; 62
Li, Schürmann, Haschke, Ritter (bib0114) 2013
Bekiroglu, Detry, Kragic (bib0112) 2011
Soh, Demiris (bib0123) 2014; 7
Bartolozzi, Natale, Nori, Metta (bib0030) 2016; 15
Schöpfer, Ritter, Heidemann (bib0119) 2007
Koiva, Zenker, Schürmann, Haschke, Ritter (bib0013) 2013
Pacchierotti, Tirmizi, Bianchini, Prattichizzo (bib0147) 2013
Hoffmann, Straka, Farkas, Vavrecka, Metta (bib0027) 2017
Corcoran, Platt Jr (bib0159) 2010
Kappassov, Corrales, Perdereau (bib0011) 2015; 74
Guler, Bekiroglu, Gratal, Pauwels, Kragic (bib0187) 2014
Fishel, Loeb (bib0067) 2012
Heidari, Wacker, Dahiya (bib0033) 2017; 4
Hebert, Hudson, Ma, Burdick (bib0171) 2011
Son, Monteverde, Howe (bib0197) 1994
Chu, McMahon, Riano, McDonald, He, Martinez Perez-Tejada (bib0076) 2013
Davison, Reid, Molton, Stasse (bib0166) 2007; 29
Song, Liu, Althoefer, Nanayakkara, Seneviratne (bib0042) 2014; 30
Charlebois, Gupta, Payandeh (bib0133) 1999; 18
Bengio, Courville, Vincent (bib0128) 2013; 35
Tiest (bib0052) 2010; 50
Siciliano, Khatib (bib0009) 2016
Lowe (bib0100) 2004; 60
Lederman, Klatzky (bib0051) 1990; 22
Dang, Vinciguerra, Lorenzelli, Dahiya (bib0032) 2017; 2
Sinapov, Sukhoy, Sahai, Stoytchev (bib0062) 2011; 27
Yuan, Srinivasan, Adelson (bib0078) 2016
Khasnobish, Singh, Jati, Konar, Tibarewala (bib0099) 2014; 52
Schmitz, Bansho, Noda, Iwata, Ogata, Sugano (bib0125) 2014
Liu, Song, Nanayakkara, Seneviratne, Althoefer (bib0038) 2012
Luo, Yih, Su (bib0176) 2002; 2
Bimbo, Luo, Althoefer, Liu (bib0120) 2016; 1
Casselli, Magnanini, Zanichelli (bib0135) 1995
Liu, Guo, Sun (bib0127) 2016; 65
Mikolajczyk, Schmid (bib0104) 2005; 27
Pezzementi, Reyda, Hager (bib0141) 2011
Felzenszwalb, Huttenlocher (bib0087) 2005; 61
Luo, Kay (bib0178) 1989; 19
Gadeyne, Lefebvre, Bruyninckx (bib0156) 2005; 24
Li, Adelson (bib0068) 2013
Spiers, Liarokapis, Calli, Dollar (bib0152) 2016; 9
Roy, Dudek, Freedman (bib0054) 1996; 2
Izatt, Mirano, Adelson, Tedrake (bib0189) 2017
Aggarwal, Kampmann, Lemburg, Kirchner (bib0144) 2015; 32
Tegin, Ekvall, Kragic, Wikander, Iliev (bib0041) 2009; 2
Drimus, Kootstra, Bilberg, Kragic (bib0081) 2014; 62
Bartolozzi, Benosman, Boahen, Cauwenberghs, Delbrck, Indiveri (bib0196) 2016
Lee, Kukreja, Thakor (bib0195) 2015
Luo, Zhu, Althoefer, Liu (bib0053) 2017
Bhattacharjee, Shenoi, Park, Rehg, Kemp (bib0167) 2015
Xu, Loeb, Fishel (bib0073) 2013
Luo, Mou, Althoefer, Liu (bib0153) 2016
Chorley (10.1016/j.mechatronics.2017.11.002_bib0022) 2009
Nanayakkara (10.1016/j.mechatronics.2017.11.002_bib0072) 2016; 32
Martinez-Hernandez (10.1016/j.mechatronics.2017.11.002_bib0092) 2013
Izatt (10.1016/j.mechatronics.2017.11.002_bib0189) 2017
Yuan (10.1016/j.mechatronics.2017.11.002_bib0194) 2017
Dahiya (10.1016/j.mechatronics.2017.11.002_bib0004) 2010; 26
Sinapov (10.1016/j.mechatronics.2017.11.002_bib0182) 2011; 30
Pezzementi (10.1016/j.mechatronics.2017.11.002_bib0035) 2011; 27
Shill (10.1016/j.mechatronics.2017.11.002_bib0071) 2015; 10
Kuchenbecker (10.1016/j.mechatronics.2017.11.002_bib0017) 2006; 12
Meier (10.1016/j.mechatronics.2017.11.002_bib0143) 2011; 27
Coles (10.1016/j.mechatronics.2017.11.002_bib0046) 2011; 4
Schmitz (10.1016/j.mechatronics.2017.11.002_bib0005) 2011; 27
Ho (10.1016/j.mechatronics.2017.11.002_bib0109) 2012
Liu (10.1016/j.mechatronics.2017.11.002_bib0117) 2014
Yamaguchi (10.1016/j.mechatronics.2017.11.002_bib0025) 2016
Prattichizzo (10.1016/j.mechatronics.2017.11.002_bib0146) 2013; 6
Pacchierotti (10.1016/j.mechatronics.2017.11.002_bib0147) 2013
Li (10.1016/j.mechatronics.2017.11.002_bib0068) 2013
Li (10.1016/j.mechatronics.2017.11.002_bib0114) 2013
McMath (10.1016/j.mechatronics.2017.11.002_bib0148) 1991
Dragiev (10.1016/j.mechatronics.2017.11.002_bib0186) 2011
Yogeswaran (10.1016/j.mechatronics.2017.11.002_bib0007) 2015; 29
Tawil (10.1016/j.mechatronics.2017.11.002_bib0095) 2011
Büscher (10.1016/j.mechatronics.2017.11.002_bib0014) 2015; 63
Ji (10.1016/j.mechatronics.2017.11.002_bib0110) 2011
Dallaire (10.1016/j.mechatronics.2017.11.002_bib0060) 2014; 62
Schöpfer (10.1016/j.mechatronics.2017.11.002_bib0119) 2007
Charlebois (10.1016/j.mechatronics.2017.11.002_bib0133) 1999; 18
Schneider (10.1016/j.mechatronics.2017.11.002_bib0034) 2009
Jamali (10.1016/j.mechatronics.2017.11.002_bib0084) 2011; 27
Koiva (10.1016/j.mechatronics.2017.11.002_bib0013) 2013
Windau (10.1016/j.mechatronics.2017.11.002_bib0077) 2010
Platt Jr (10.1016/j.mechatronics.2017.11.002_bib0160) 2011; 27
Wong (10.1016/j.mechatronics.2017.11.002_bib0500) 2014; 7
Sharan (10.1016/j.mechatronics.2017.11.002_bib0049) 2013; 103
Bimbo (10.1016/j.mechatronics.2017.11.002_bib0120) 2016; 1
Petriu (10.1016/j.mechatronics.2017.11.002_bib0149) 1992; 41
Decherchi (10.1016/j.mechatronics.2017.11.002_bib0080) 2011; 27
Winstone (10.1016/j.mechatronics.2017.11.002_bib0069) 2013
Khan (10.1016/j.mechatronics.2017.11.002_bib0008) 2015; 15
Johnsson (10.1016/j.mechatronics.2017.11.002_bib0150) 2007; 55
Huet (10.1016/j.mechatronics.2017.11.002_bib0019) 2017; 4
Koval (10.1016/j.mechatronics.2017.11.002_bib0170) 2015; 34
Son (10.1016/j.mechatronics.2017.11.002_bib0197) 1994
Luo (10.1016/j.mechatronics.2017.11.002_bib0168) 2015
Luo (10.1016/j.mechatronics.2017.11.002_bib0176) 2002; 2
Kim (10.1016/j.mechatronics.2017.11.002_bib0070) 2005; 15
Bimbo (10.1016/j.mechatronics.2017.11.002_bib0173) 2013
Araki (10.1016/j.mechatronics.2017.11.002_bib0183) 2012; 26
Siegel (10.1016/j.mechatronics.2017.11.002_bib0155) 1991
Kaltenbrunner (10.1016/j.mechatronics.2017.11.002_bib0006) 2013; 499
Liu (10.1016/j.mechatronics.2017.11.002_bib0058) 2012
Liu (10.1016/j.mechatronics.2017.11.002_bib0038) 2012
Allen (10.1016/j.mechatronics.2017.11.002_bib0185) 1999; 4
Göger (10.1016/j.mechatronics.2017.11.002_bib0039) 2009
Hoelscher (10.1016/j.mechatronics.2017.11.002_bib0075) 2015
Li (10.1016/j.mechatronics.2017.11.002_bib0115) 2014
Guler (10.1016/j.mechatronics.2017.11.002_bib0187) 2014
Benali-Khoudja (10.1016/j.mechatronics.2017.11.002_bib0045) 2004; 31
Giguere (10.1016/j.mechatronics.2017.11.002_bib0061) 2011; 27
Gorges (10.1016/j.mechatronics.2017.11.002_bib0116) 2010
Li (10.1016/j.mechatronics.2017.11.002_bib0118) 2014
Lee (10.1016/j.mechatronics.2017.11.002_bib0195) 2015
Bartolozzi (10.1016/j.mechatronics.2017.11.002_bib0030) 2016; 15
Drimus (10.1016/j.mechatronics.2017.11.002_bib0085) 2011
Casselli (10.1016/j.mechatronics.2017.11.002_bib0135) 1995
Xie (10.1016/j.mechatronics.2017.11.002_bib0020) 2013
Dang (10.1016/j.mechatronics.2017.11.002_bib0032) 2017; 2
Prats (10.1016/j.mechatronics.2017.11.002_bib0188) 2010; 29
Cao (10.1016/j.mechatronics.2017.11.002_bib0126) 2016
Dahiya (10.1016/j.mechatronics.2017.11.002_bib0003) 2013; 13
Tanaka (10.1016/j.mechatronics.2017.11.002_bib0065) 2003; 9
Chitta (10.1016/j.mechatronics.2017.11.002_bib0096) 2011; 27
Tiest (10.1016/j.mechatronics.2017.11.002_bib0052) 2010; 50
Jimenez (10.1016/j.mechatronics.2017.11.002_bib0089) 1997; 62
Chu (10.1016/j.mechatronics.2017.11.002_bib0076) 2013
Heidari (10.1016/j.mechatronics.2017.11.002_bib0033) 2017; 4
Su (10.1016/j.mechatronics.2017.11.002_bib0074) 2012; 6
Ibrayev (10.1016/j.mechatronics.2017.11.002_bib0137) 2005; 24
Tombari (10.1016/j.mechatronics.2017.11.002_bib0108) 2010
Lederman (10.1016/j.mechatronics.2017.11.002_bib0051) 1990; 22
Montemerlo (10.1016/j.mechatronics.2017.11.002_bib0157) 2003; 2
Bjorkman (10.1016/j.mechatronics.2017.11.002_bib0180) 2013
Oddo (10.1016/j.mechatronics.2017.11.002_bib0066) 2011; 27
Schürmann (10.1016/j.mechatronics.2017.11.002_bib0111) 2011
Jia (10.1016/j.mechatronics.2017.11.002_bib0138) 2006
Zhang (10.1016/j.mechatronics.2017.11.002_bib0142) 2016
Bekiroglu (10.1016/j.mechatronics.2017.11.002_bib0043) 2011; 27
Aggarwal (10.1016/j.mechatronics.2017.11.002_bib0047) 2014; 14
Jamali (10.1016/j.mechatronics.2017.11.002_bib0057) 2010
Zangaladze (10.1016/j.mechatronics.2017.11.002_bib0190) 1999; 401
Soh (10.1016/j.mechatronics.2017.11.002_bib0123) 2014; 7
Pezzementi (10.1016/j.mechatronics.2017.11.002_bib0141) 2011
Russell (10.1016/j.mechatronics.2017.11.002_bib0097) 2000
Yu (10.1016/j.mechatronics.2017.11.002_bib0165) 2015
Hoffmann (10.1016/j.mechatronics.2017.11.002_bib0027) 2017
Madry (10.1016/j.mechatronics.2017.11.002_bib0121) 2014
Kroemer (10.1016/j.mechatronics.2017.11.002_bib0015) 2011; 27
Gao (10.1016/j.mechatronics.2017.11.002_bib0193) 2016
Johnsson (10.1016/j.mechatronics.2017.11.002_bib0056) 2011; 27
Aggarwal (10.1016/j.mechatronics.2017.11.002_bib0144) 2015; 32
Dahiya (10.1016/j.mechatronics.2017.11.002_bib0012) 2011; 11
Mittendorfer (10.1016/j.mechatronics.2017.11.002_bib0029) 2011; 27
Molchanov (10.1016/j.mechatronics.2017.11.002_bib0124) 2016
Luo (10.1016/j.mechatronics.2017.11.002_bib0102) 2015; 15
Corcoran (10.1016/j.mechatronics.2017.11.002_bib0159) 2010
Hertkorn (10.1016/j.mechatronics.2017.11.002_bib0154) 2013
Sato (10.1016/j.mechatronics.2017.11.002_bib0023) 2010; 3
Lacey (10.1016/j.mechatronics.2017.11.002_bib0174) 2007; 36
Petrovskaya (10.1016/j.mechatronics.2017.11.002_bib0162) 2007
Yousef (10.1016/j.mechatronics.2017.11.002_bib0040) 2011; 167
Fearing (10.1016/j.mechatronics.2017.11.002_bib0136) 1991; 7
Honda (10.1016/j.mechatronics.2017.11.002_bib0172) 1998; 3
Fishel (10.1016/j.mechatronics.2017.11.002_bib0067) 2012
Fox (10.1016/j.mechatronics.2017.11.002_bib0016) 2012
Dahiya (10.1016/j.mechatronics.2017.11.002_bib0001) 2012
Grimson (10.1016/j.mechatronics.2017.11.002_bib0131) 1984; 3
Bhattacharjee (10.1016/j.mechatronics.2017.11.002_bib0167) 2015
Kaboli (10.1016/j.mechatronics.2017.11.002_bib0064) 2014
Abraham (10.1016/j.mechatronics.2017.11.002_bib0140) 2017; 2
Davison (10.1016/j.mechatronics.2017.11.002_bib0166) 2007; 29
Li (10.1016/j.mechatronics.2017.11.002_bib0044) 2014; 218
Stork (10.1016/j.mechatronics.2017.11.002_bib0130) 2015
Lowe (10.1016/j.mechatronics.2017.11.002_bib0100) 2004; 60
Petrovskaya (10.1016/j.mechatronics.2017.11.002_bib0163) 2011; 27
Bekiroglu (10.1016/j.mechatronics.2017.11.002_bib0112) 2011
Yuan (10.1016/j.mechatronics.2017.11.002_bib0078) 2016
Vezzani (10.1016/j.mechatronics.2017.11.002_bib0164) 2017
Luo (10.1016/j.mechatronics.2017.11.002_bib0053) 2017
Schöpfer (10.1016/j.mechatronics.2017.11.002_bib0093) 2009
Mikolajczyk (10.1016/j.mechatronics.2017.11.002_bib0104) 2005; 27
Lowe (10.1016/j.mechatronics.2017.11.002_bib0086) 1999
Dang (10.1016/j.mechatronics.2017.11.002_bib0091) 2011
Faragasso (10.1016/j.mechatronics.2017.11.002_bib0083) 2015
Sanchez-Fibla (10.1016/j.mechatronics.2017.11.002_bib0192) 2013
Bekiroglu (10.1016/j.mechatronics.2017.11.002_bib0113) 2013
Kaboli (10.1016/j.mechatronics.2017.11.002_bib0031) 2015; 29
Hebert (10.1016/j.mechatronics.2017.11.002_bib0171) 2011
Belongie (10.1016/j.mechatronics.2017.11.002_bib0106) 2002; 24
Bengio (10.1016/j.mechatronics.2017.11.002_bib0128) 2013; 35
Roy (10.1016/j.mechatronics.2017.11.002_bib0054) 1996; 2
Luo (10.1016/j.mechatronics.2017.11.002_bib0178) 1989; 19
Yuan (10.1016/j.mechatronics.2017.11.002_bib0079) 2017
Khasnobish (10.1016/j.mechatronics.2017.11.002_bib0099) 2014; 52
Polat (10.1016/j.mechatronics.2017.11.002_bib0026) 2015; 5
Corradi (10.1016/j.mechatronics.2017.11.002_bib0088) 2015
Liu (10.1016/j.mechatronics.2017.11.002_bib0090) 2012
Drimus (10.1016/j.mechatronics.2017.11.002_bib0081) 2014; 62
Spiers (10.1016/j.mechatronics.2017.11.002_bib0152) 2016; 9
Sangpradit (10.1016/j.mechatronics.2017.11.002_bib0082) 2011; 58
Gadeyne (10.1016/j.mechatronics.2017.11.002_bib0156) 2005; 24
Felzenszwalb (10.1016/j.mechatronics.2017.11.002_bib0087) 2005; 61
Hyttinen (10.1016/j.mechatronics.2017.11.002_bib0129) 2015
Amedi (10.1016/j.mechatronics.2017.11.002_bib0191) 2002; 12
Luo (10.1016/j.mechatronics.2017.11.002_bib0103) 2015
Lederman (10.1016/j.mechatronics.2017.11.002_bib0002) 2009; 71
Muscari (10.1016/j.mechatronics.2017.11.002_bib0028) 2013
Gauglitz (10.1016/j.mechatronics.2017.11.002_bib0105) 2011; 94
Romano (10.1016/j.mechatronics.2017.11.002_bib0063) 2014
Felip (10.1016/j.mechatronics.2017.11.002_bib0175) 2014
Liu (10.1016/j.mechatronics.2017.11.002_bib0048) 2010
Johnson (10.1016/j.mechatronics.2017.11.002_bib0024) 2011; 30
Schmid (10.1016/j.mechatronics.2017.11.002_bib0098) 2008
Schaeffer (10.1016/j.mechatronics.2017.11.002_bib0158) 2003
Bimbo (10.1016/j.mechatronics.2017.11.002_bib0169) 2015; 29
Petrovskaya (10.1016/j.mechatronics.2017.11.002_bib0161) 2006
Soh (10.1016/j.mechatronics.2017.11.002_bib0122) 2012
Tenzer (10.1016/j.mechatronics.2017.11.002_bib0021) 2014; 21
Jia (10.1016/j.mechatronics.2017.11.002_bib0139) 2010; 7
Nowak (10.1016/j.mechatronics.2017.11.002_bib0145) 2006
Tawil (10.1016/j.mechatron
References_xml – year: 2017
  ident: bib0164
  article-title: Memory unscented particle filter for 6–DOF tactile localization
  publication-title: IEEE Trans Rob (T-RO)
– start-page: 893
  year: 1991
  end-page: 897
  ident: bib0148
  article-title: Tactile sensor for geometric profile perception
  publication-title: Proc. IEEE int. conf. indust. elect. cont. inst.
– volume: 30
  start-page: 1250
  year: 2011
  end-page: 1262
  ident: bib0182
  article-title: Interactive object recognition using proprioceptive and auditory feedback
  publication-title: Int J Rob Res (IJRR)
– volume: 27
  start-page: 558
  year: 2011
  end-page: 568
  ident: bib0096
  article-title: Tactile sensing for mobile manipulation
  publication-title: IEEE Trans Rob (T-RO)
– volume: 499
  start-page: 458
  year: 2013
  end-page: 463
  ident: bib0006
  article-title: An ultra-lightweight design for imperceptible plastic electronics
  publication-title: Nature
– volume: 74
  start-page: 195
  year: 2015
  end-page: 220
  ident: bib0011
  article-title: Tactile sensing in dexterous robot hands – review
  publication-title: Rob Auto Syst
– volume: 11
  start-page: 3216
  year: 2011
  end-page: 3226
  ident: bib0012
  article-title: Towards tactile sensing system on chip for robotic applications
  publication-title: IEEE Sensors J
– volume: 10
  start-page: 016012
  year: 2015
  ident: bib0071
  article-title: Tactile surface classification for limbed robots using a pressure sensitive robot skin
  publication-title: Bioinspir Biomim
– start-page: 461
  year: 2012
  end-page: 468
  ident: bib0109
  article-title: What can be inferred from a tactile arrayed sensor in autonomous in-hand manipulation?
  publication-title: Proc. IEEE int. conf. autom. sci. and eng. (CASE)
– volume: 32
  start-page: 626
  year: 2016
  end-page: 637
  ident: bib0072
  article-title: Stable grip control on soft objects with time-varying stiffness
  publication-title: IEEE Trans Rob
– start-page: 3988
  year: 2014
  end-page: 3993
  ident: bib0115
  article-title: Localization and manipulation of small parts using GelSight tactile sensing
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 7
  start-page: 806
  year: 1991
  end-page: 817
  ident: bib0136
  article-title: Using a cylindrical tactile sensor for determining curvature
  publication-title: IEEE Trans Rob Autom
– volume: 7
  start-page: 191
  year: 2014
  end-page: 202
  ident: bib0500
  article-title: Spatial asymmetry in tactile sensor skin deformation aids perception of edge orientation during haptic exploration
  publication-title: IEEE Trans. Haptics
– volume: 35
  start-page: 1798
  year: 2013
  end-page: 1828
  ident: bib0128
  article-title: Representation learning: a review and new perspectives
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
– start-page: 200
  year: 1995
  end-page: 206
  ident: bib0135
  article-title: On the robustness of haptic object recognition based on polyhedral shape representations
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 29
  start-page: 1052
  year: 2007
  end-page: 1067
  ident: bib0166
  article-title: MonoSLAM: real-time single camera SLAM
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
– volume: 27
  start-page: 586
  year: 2011
  end-page: 598
  ident: bib0160
  article-title: Using bayesian filtering to localize flexible materials during manipulation
  publication-title: IEEE Trans Rob (T-RO)
– start-page: 4021
  year: 2013
  end-page: 4026
  ident: bib0173
  article-title: Combining touch and vision for the estimation of an object’s pose during manipulation
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 601
  year: 2014
  end-page: 607
  ident: bib0175
  article-title: Multi–sensor and prediction fusion for contact detection and localization
  publication-title: Proc. IEEE-RAS int. conf. human. robot. (Humanoids)
– start-page: 4927
  year: 2015
  end-page: 4932
  ident: bib0129
  article-title: Learning the tactile signatures of prototypical object parts for robust part-based grasping of novel objects
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 15
  start-page: 921
  year: 2016
  end-page: 925
  ident: bib0030
  article-title: Robots with a sense of touch
  publication-title: Nat Mater
– volume: 7
  start-page: 512
  year: 2014
  end-page: 525
  ident: bib0123
  article-title: Incrementally learning objects by touch: online discriminative and generative models for tactile-based recognition
  publication-title: IEEE Trans Haptics
– volume: 63
  start-page: 244
  year: 2015
  end-page: 252
  ident: bib0014
  article-title: Flexible and stretchable fabric-based tactile sensor
  publication-title: Rob Auto Syst
– volume: 27
  start-page: 488
  year: 2011
  end-page: 497
  ident: bib0062
  article-title: Vibrotactile recognition and categorization of surfaces by a humanoid robot
  publication-title: IEEE Trans Rob (TR-O)
– start-page: 3438
  year: 2003
  end-page: 3445
  ident: bib0158
  article-title: Methods for intelligent localization and mapping during haptic exploration
  publication-title: Proc. IEEE int. conf. syst., man, and cyber. (SMC)
– start-page: 3180
  year: 2013
  end-page: 3186
  ident: bib0180
  article-title: Enhancing visual perception of shape through tactile glances
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 27
  start-page: 534
  year: 2011
  end-page: 544
  ident: bib0061
  article-title: A simple tactile probe for surface identification by mobile robots
  publication-title: IEEE Trans Rob (T-RO)
– start-page: 1200
  year: 2015
  end-page: 1207
  ident: bib0167
  article-title: Combining tactile sensing and vision for rapid haptic mapping
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 617
  year: 2013
  end-page: 624
  ident: bib0154
  article-title: Planning in-hand object manipulation with multifingered hands considering task constraints
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 1
  year: 2009
  end-page: 6
  ident: bib0022
  article-title: Development of a tactile sensor based on biologically inspired edge encoding
  publication-title: Proc. IEEE int. conf. adv. robot. (ICAR)
– start-page: 1241
  year: 2013
  end-page: 1247
  ident: bib0068
  article-title: Sensing and recognizing surface textures using a GelSight sensor
  publication-title: Proc. IEEE conf. comput. vis. pattern recognit. (CVPR)
– volume: 36
  start-page: 1513
  year: 2007
  end-page: 1522
  ident: bib0174
  article-title: Vision and touch: multiple or multisensory representations of objects?
  publication-title: Perception
– volume: 62
  start-page: 366
  year: 2014
  end-page: 375
  ident: bib0018
  article-title: Biomimetic tactile target acquisition, tracking and capture
  publication-title: Rob Auto Syst
– volume: 27
  start-page: 569
  year: 2011
  end-page: 585
  ident: bib0163
  article-title: Global localization of objects via touch
  publication-title: IEEE Trans Rob (T-RO)
– start-page: 323
  year: 2013
  end-page: 334
  ident: bib0069
  article-title: Tactip-tactile fingertip device, texture analysis through optical tracking of skin features
  publication-title: Conf. biom. biohy. sys.
– volume: 71
  start-page: 1439
  year: 2009
  end-page: 1459
  ident: bib0002
  article-title: Haptic perception: a tutorial
  publication-title: Atten Percept Psychophys
– volume: 4
  start-page: 51
  year: 2011
  end-page: 66
  ident: bib0046
  article-title: The role of haptics in medical training simulators: a survey of the state of the art
  publication-title: IEEE Trans Haptics
– start-page: 4931
  year: 2016
  end-page: 4938
  ident: bib0142
  article-title: A triangle histogram for object classification by tactile sensing
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 951
  year: 2017
  end-page: 958
  ident: bib0079
  article-title: Shape-independent hardness estimation using deep learning and a gelsight tactile sensor
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 2
  start-page: 013003
  year: 2017
  ident: bib0032
  article-title: Printable stretchable interconnects
  publication-title: Flexible Printed Electron
– volume: 27
  start-page: 616
  year: 2011
  end-page: 629
  ident: bib0043
  article-title: Assessing grasp stability based on learning and haptic data
  publication-title: IEEE Trans Rob (T-RO)
– start-page: 2360
  year: 2013
  end-page: 2366
  ident: bib0028
  article-title: Real-time reconstruction of contact shapes for large area robot skin
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 4489
  year: 2012
  end-page: 4496
  ident: bib0122
  article-title: Online spatio-temporal gaussian process experts with application to tactile classification
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 3
  start-page: 3
  year: 1984
  end-page: 35
  ident: bib0131
  article-title: Model-based recognition and localization from sparse range or tactile data
  publication-title: Int J Rob Res (IJRR)
– start-page: 342
  year: 1989
  end-page: 347
  ident: bib0132
  article-title: Haptic object recognition using a multi-fingered dextrous hand
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 9
  start-page: 131
  year: 2003
  end-page: 136
  ident: bib0065
  article-title: The haptic finger - a new device for monitoring skin condition
  publication-title: Skin Res Technol
– start-page: 52
  year: 2012
  end-page: 57
  ident: bib0058
  article-title: Surface material recognition through haptic exploration using an intelligent contact sensing finger
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 243
  year: 2009
  end-page: 248
  ident: bib0034
  article-title: Object identification with tactile sensors using Bag-of-Features
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 62
  start-page: 488
  year: 1997
  end-page: 491
  ident: bib0089
  article-title: Featureless classification of tactile contacts in a gripper using neural networks
  publication-title: Sensor Actuat A-Phys
– start-page: 404
  year: 2006
  end-page: 417
  ident: bib0107
  article-title: Surf: speeded up robust features
  publication-title: Proc. eur. conf. comput. vis. (ECCV)
– start-page: 2349
  year: 2010
  end-page: 2355
  ident: bib0116
  article-title: Haptic object recognition using passive joints and haptic key features
  publication-title: Proc. IEEE Int. Conf. Robot. Autom. (ICRA)
– start-page: 3339
  year: 2014
  end-page: 3346
  ident: bib0118
  article-title: Learning of grasp adaptation through experience and tactile sensing
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 55
  start-page: 720
  year: 2007
  end-page: 727
  ident: bib0150
  article-title: Neural network models of haptic shape perception
  publication-title: Rob Auto Syst
– start-page: 698
  year: 2010
  end-page: 703
  ident: bib0036
  article-title: A framework for representing interaction tasks based on tactile data
  publication-title: Proc. IEEE int. work. robot human inter. commun.
– start-page: 3207
  year: 2015
  end-page: 3214
  ident: bib0130
  article-title: Learning Predictive State Representation for in-hand manipulation
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 4925
  year: 2012
  end-page: 4930
  ident: bib0016
  article-title: Tactile SLAM with a biomimetic whiskered robot
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 60
  start-page: 91
  year: 2004
  end-page: 110
  ident: bib0100
  article-title: Distinctive image features from scale-invariant keypoints
  publication-title: Int J Comput Vis (IJCV)
– start-page: 15
  year: 2015
  end-page: 26
  ident: bib0103
  article-title: Tactile object recognition with semi-supervised learning
  publication-title: Proc. int. conf. intell. robot. and appl. (ICIRA)
– volume: 62
  start-page: 3
  year: 2014
  end-page: 15
  ident: bib0081
  article-title: Design of a flexible tactile sensor for classification of rigid and deformable objects
  publication-title: Rob Auto Syst
– start-page: 138
  year: 2012
  end-page: 143
  ident: bib0090
  article-title: Tactile image based contact shape recognition using neural network
  publication-title: Proc. IEEE int. conf. multi. fusion integr. intell. syst. (MFI)
– start-page: 339
  year: 2011
  end-page: 344
  ident: bib0111
  article-title: A modular high-speed tactile sensor for human manipulation research
  publication-title: Proc. IEEE world haptics conf. (WHC)
– start-page: 3040
  year: 2013
  end-page: 3047
  ident: bib0113
  article-title: A probabilistic framework for task-oriented grasp stability assessment
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 65
  start-page: 656
  year: 2016
  end-page: 665
  ident: bib0127
  article-title: Object recognition using tactile measurements: kernel sparse coding methods
  publication-title: IEEE Trans Instrum Meas
– volume: 4
  start-page: 129
  year: 1999
  end-page: 149
  ident: bib0185
  article-title: Integration of vision, force and tactile sensing for grasping
  publication-title: Int. J. Intell. Mach.
– volume: 32
  start-page: 167
  year: 2015
  end-page: 185
  ident: bib0144
  article-title: Haptic object recognition in underwater and deep-sea environments
  publication-title: J Field Rob
– volume: 2
  start-page: 827
  year: 2017
  end-page: 834
  ident: bib0140
  article-title: Ergodic exploration using binary sensing for nonparametric shape estimation
  publication-title: IEEE Rob Auto Lett (RA-L)
– volume: 27
  start-page: 545
  year: 2011
  end-page: 557
  ident: bib0015
  article-title: Learning dynamic tactile sensing with robust vision-based training
  publication-title: IEEE Trans Rob (T-RO)
– volume: 6
  start-page: 506
  year: 2013
  end-page: 516
  ident: bib0146
  article-title: Towards wearability in fingertip haptics: a 3-dof wearable device for cutaneous force feedback
  publication-title: IEEE Trans Haptics
– start-page: 1517
  year: 2007
  end-page: 1522
  ident: bib0119
  article-title: Acquisition and application of a tactile database
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 4302
  year: 2010
  end-page: 4308
  ident: bib0159
  article-title: A measurement model for tracking hand-object state during dexterous manipulation
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 3903
  year: 2015
  end-page: 3908
  ident: bib0168
  article-title: Localizing the object contact through matching tactile features with visual map
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 24
  start-page: 615
  year: 2005
  end-page: 630
  ident: bib0156
  article-title: Bayesian hybrid model-state estimation applied to simultaneous contact formation recognition and geometrical parameter estimation
  publication-title: Int J Robot Res (IJRR)
– volume: 62
  start-page: 422
  year: 2014
  end-page: 435
  ident: bib0060
  article-title: Autonomous tactile perception: a combined improved sensing and bayesian nonparametric approach
  publication-title: Rob Auto Syst
– volume: 3
  start-page: 37
  year: 2010
  end-page: 47
  ident: bib0023
  article-title: Finger-shaped gelforce: sensor for measuring surface traction fields for robotic hand
  publication-title: IEEE Trans Haptics
– start-page: 5917
  year: 2011
  end-page: 5922
  ident: bib0091
  article-title: Blind grasping: Stable robotic grasping using tactile feedback and hand kinematics
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 27
  start-page: 508
  year: 2011
  end-page: 521
  ident: bib0084
  article-title: Majority voting: material classification by tactile sensing using surface texture
  publication-title: IEEE Trans Rob (T-RO)
– year: 2017
  ident: bib0194
  article-title: Connecting look and feel: Associating the visual and tactile properties of physical materials
  publication-title: Proc. IEEE conf. comput. vis. pattern recognit. (CVPR)
– volume: 52
  start-page: 353
  year: 2014
  end-page: 362
  ident: bib0099
  article-title: Object-shape recognition and 3D reconstruction from tactile sensor images
  publication-title: Med Biol Eng Comput
– volume: 31
  start-page: 1
  year: 2004
  end-page: 9
  ident: bib0045
  article-title: Tactile interfaces: a state-of-the-art survey
  publication-title: Proc. int. symp. robot.
– volume: 29
  start-page: 1359
  year: 2015
  end-page: 1373
  ident: bib0007
  article-title: New materials and advances in making electronic skin for interactive robots
  publication-title: Adv Rob
– volume: 50
  start-page: 2775
  year: 2010
  end-page: 2782
  ident: bib0052
  article-title: Tactual perception of material properties
  publication-title: Vis Res
– volume: 2
  start-page: 23
  year: 2009
  end-page: 30
  ident: bib0041
  article-title: Demonstration-based learning and control for automatic grasping
  publication-title: Intell Serv Rob
– start-page: 1
  year: 2015
  end-page: 4
  ident: bib0195
  article-title: A kilohertz kilotaxel tactile sensor array for investigating spatiotemporal features in neuromorphic touch
  publication-title: IEEE biom. circ. sys. conf. (BioCAS)
– start-page: 239
  year: 2010
  end-page: 246
  ident: bib0048
  article-title: Exploring features in a Bayesian framework for material recognition
  publication-title: Proc. IEEE conf. comput. vis. pattern recognit. (CVPR)
– start-page: 3337
  year: 2016
  end-page: 3345
  ident: bib0126
  article-title: Efficient spatio-temporal tactile object recognition with randomized tiling convolutional networks in a hierarchical fusion strategy
  publication-title: Proc. AAAI national conf. artif. intell. (AAAI)
– volume: 15
  start-page: 912
  year: 2005
  ident: bib0070
  article-title: Texture classification using a polymer-based MEMS tactile sensor
  publication-title: J Micromech Microeng
– start-page: 5942
  year: 2011
  end-page: 5948
  ident: bib0141
  article-title: Object mapping, recognition, and localization from tactile geometry
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 30
  start-page: 203
  year: 2014
  end-page: 219
  ident: bib0042
  article-title: Efficient break-away friction ratio and slip prediction based on haptic surface exploration
  publication-title: IEEE Trans Rob (T-RO)
– volume: 27
  start-page: 401
  year: 2011
  end-page: 410
  ident: bib0029
  article-title: Humanoid multimodal tactile-sensing modules
  publication-title: IEEE Trans Rob (T-RO)
– volume: 27
  start-page: 635
  year: 2011
  end-page: 639
  ident: bib0080
  article-title: Tactile-data classification of contact materials using computational intelligence
  publication-title: IEEE Trans Robot (T-RO)
– volume: 7
  start-page: 15
  year: 1988
  end-page: 33
  ident: bib0184
  article-title: Integrating vision and touch for object recognition tasks
  publication-title: Int J Rob Res (IJRR)
– start-page: 1150
  year: 1999
  end-page: 1157
  ident: bib0086
  article-title: Object recognition from local scale-invariant features
  publication-title: Proc. IEEE int. conf. compt. vision (ICCV)
– start-page: 1044
  year: 2014
  end-page: 1050
  ident: bib0125
  article-title: Tactile Object Recognition using Deep Learning and Dropout
  publication-title: Proc. IEEE-RAS int. conf. human. robot. (Humanoids)
– volume: 2
  start-page: 107
  year: 2002
  end-page: 119
  ident: bib0176
  article-title: Multisensor fusion and integration: approaches, applications, and future research directions
  publication-title: IEEE Sensors J
– start-page: 3056
  year: 2013
  end-page: 3061
  ident: bib0073
  article-title: Tactile identification of objects using Bayesian exploration
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 2330
  year: 2010
  end-page: 2335
  ident: bib0077
  article-title: An inertia-based surface identification system
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 2845
  year: 2011
  end-page: 2850
  ident: bib0186
  article-title: Gaussian process implicit surfaces for shape estimation and grasping
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 103
  start-page: 348
  year: 2013
  end-page: 371
  ident: bib0049
  article-title: Recognizing materials using perceptually inspired features
  publication-title: Int J Comput Vis (IJCV)
– start-page: 356
  year: 2010
  end-page: 369
  ident: bib0108
  article-title: Unique signatures of histograms for local surface description
  publication-title: Proc. eur. conf. comput. vis. (ECCV)
– start-page: 1084
  year: 2013
  end-page: 1089
  ident: bib0013
  article-title: A highly sensitive 3d-shaped tactile sensor
  publication-title: Proc. IEEE/ASME int. conf. advanced intelligent mechatronics (AIM)
– start-page: 497
  year: 2012
  end-page: 502
  ident: bib0151
  article-title: Haptic object recognition for multi-fingered robot hands
  publication-title: Proc. IEEE Haptics Symp.
– start-page: 1371
  year: 2006
  end-page: 1377
  ident: bib0138
  article-title: Surface patch reconstruction via curve sampling
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 433
  year: 2011
  end-page: 440
  ident: bib0110
  article-title: Histogram based classification of tactile patterns on periodically distributed skin sensors for a humanoid robot
  publication-title: Proc. IEEE int. symp. robot hum. intert. commun. (RO-MAN)
– start-page: 707
  year: 2006
  end-page: 714
  ident: bib0161
  article-title: Bayesian estimation for autonomous object manipulation based on tactile sensors
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 4
  start-page: 031101
  year: 2017
  ident: bib0033
  article-title: Bending induced electrical response variations in ultra-thin flexible chips and device modeling
  publication-title: Appl Phys Rev
– volume: 26
  start-page: 1995
  year: 2012
  end-page: 2020
  ident: bib0183
  article-title: Online object categorization using multimodal information autonomously acquired by a mobile robot
  publication-title: Adv Rob
– start-page: 3048
  year: 2013
  end-page: 3055
  ident: bib0076
  article-title: Using robotic exploratory procedures to learn the meaning of haptic adjectives
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 21
  start-page: 89
  year: 2014
  end-page: 95
  ident: bib0021
  article-title: The feel of MEMS barometers: inexpensive and easily customized tactile array sensors
  publication-title: IEEE Rob Autom Mag
– start-page: 1045
  year: 2016
  end-page: 1051
  ident: bib0025
  article-title: Combining finger vision and optical tactile sensing: Reducing and handling errors while cutting vegetables
  publication-title: Proc. IEEE-RAS int. conf. human. robot. (Humanoids)
– volume: 30
  start-page: 46
  year: 2011
  end-page: 53
  ident: bib0024
  article-title: Microgeometry capture using an elastomeric sensor
  publication-title: ACM Trans Graph (TOG)
– year: 2017
  ident: bib0053
  article-title: Knock-knock: acoustic object recognition by using stacked denoising autoencoders
  publication-title: Neurocomputing
– start-page: 895
  year: 2009
  end-page: 901
  ident: bib0039
  article-title: Tactile sensing for an anthropomorphic robotic hand: Hardware and signal processing
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 471
  year: 1994
  end-page: 476
  ident: bib0197
  article-title: A tactile sensor for localizing transient events in manipulation
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– year: 2014
  ident: bib0117
  article-title: Low-resolution tactile image recognition for automated robotic assembly using kernel PCA-based feature fusion and multiple kernel learning-based support vector machine
  publication-title: Math Probl Eng
– volume: 31
  start-page: 1627
  year: 2012
  end-page: 1641
  ident: bib0094
  article-title: Interpretation of the modality of touch on an artificial arm covered with an eit-based sensitive skin
  publication-title: Int J Rob Res (IJRR)
– volume: 13
  start-page: 4121
  year: 2013
  end-page: 4138
  ident: bib0003
  article-title: Directions toward effective utilization of tactile skin: a review
  publication-title: IEEE Sensors J
– start-page: 1
  year: 2009
  end-page: 6
  ident: bib0093
  article-title: Using entropy for dimension reduction of tactile data
  publication-title: Proc. int. conf. adv. robot. (ICAR)
– volume: 2
  start-page: 1224
  year: 1996
  end-page: 1228
  ident: bib0054
  article-title: Surface sensing and classification for efficient mobile robot navigation
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 27
  start-page: 1615
  year: 2005
  end-page: 1630
  ident: bib0104
  article-title: A performance evaluation of local descriptors
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
– start-page: 341
  year: 2013
  end-page: 346
  ident: bib0092
  article-title: Active contour following to explore object shape with robot touch
  publication-title: Proc. IEEE world haptics conf. (WHC)
– year: 2013
  ident: bib0114
  article-title: A control framework for tactile servoing
  publication-title: Proc. Robot.: Sci. Syst. (RSS)
– start-page: 536
  year: 2016
  end-page: 543
  ident: bib0193
  article-title: Deep learning for tactile understanding from visual and haptic data
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– year: 2016
  ident: bib0153
  article-title: Iterative Closest Labeled Point for tactile object shape recognition
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 27
  start-page: 630
  year: 2011
  end-page: 635
  ident: bib0143
  article-title: A probabilistic approach to tactile shape reconstruction
  publication-title: IEEE Trans Rob (T-RO)
– volume: 401
  start-page: 587
  year: 1999
  end-page: 590
  ident: bib0190
  article-title: Involvement of visual cortex in tactile discrimination of orientation
  publication-title: Nature
– start-page: 4497
  year: 2012
  end-page: 4504
  ident: bib0059
  article-title: Experimental investigation of surface identification ability of a low-profile fabric tactile sensor
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 394
  year: 1984
  end-page: 397
  ident: bib0179
  article-title: Surface descriptions from vision and touch
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– year: 2012
  ident: bib0067
  article-title: Bayesian exploration for intelligent identification of textures
  publication-title: Front Neurorobot
– start-page: 2711
  year: 2015
  end-page: 2716
  ident: bib0083
  article-title: Multi-axis stiffness sensing device for medical palpation
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 27
  start-page: 389
  year: 2011
  end-page: 400
  ident: bib0005
  article-title: Methods and technologies for the implementation of large-scale robot tactile sensors
  publication-title: IEEE Trans Robot (T-RO)
– start-page: 1554
  year: 2011
  end-page: 1560
  ident: bib0112
  article-title: Learning tactile characterizations of object-and pose-specific grasps
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 7
  start-page: 400
  year: 2010
  end-page: 407
  ident: bib0139
  article-title: Surface patch reconstruction from one-dimensional tactile data
  publication-title: , IEEE Trans Autom Sci Eng
– volume: 3
  start-page: 1814
  year: 1998
  end-page: 1819
  ident: bib0172
  article-title: Real-time pose estimation of an object manipulated by multi-fingered hand using 3d stereo vision and tactile sensing
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 208
  year: 2016
  end-page: 215
  ident: bib0078
  article-title: Estimating object hardness with a gelsight touch sensor
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 3
  start-page: 035002
  year: 2008
  ident: bib0055
  article-title: Extracting textural features from tactile sensors
  publication-title: Bioinspir Biomim
– volume: 27
  start-page: 473
  year: 2011
  end-page: 487
  ident: bib0035
  article-title: Tactile-object recognition from appearance information
  publication-title: IEEE Trans Rob (T-RO)
– start-page: 4000
  year: 2017
  end-page: 4007
  ident: bib0189
  article-title: Tracking objects with point clouds from vision and touch
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 5935
  year: 2011
  end-page: 5941
  ident: bib0171
  article-title: Fusion of stereo vision, force-torque, and joint sensors for estimation of in-hand object location
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 2336
  year: 2010
  end-page: 2341
  ident: bib0057
  article-title: Material classification by tactile sensing using surface textures
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 26
  start-page: 1
  year: 2010
  end-page: 20
  ident: bib0004
  article-title: Tactile sensing–from humans to humanoids
  publication-title: IEEE Trans Robot (T-RO)
– volume: 167
  start-page: 171
  year: 2011
  end-page: 187
  ident: bib0040
  article-title: Tactile sensing for dexterous in-hand manipulation in robotics - a review
  publication-title: Sensor Actuat A-Phys
– volume: 22
  start-page: 421
  year: 1990
  end-page: 459
  ident: bib0051
  article-title: Haptic classification of common objects: knowledge-driven exploration
  publication-title: Cogn Psychol
– volume: 24
  start-page: 951
  year: 2005
  end-page: 969
  ident: bib0137
  article-title: Semidifferential invariants for tactile recognition of algebraic curves
  publication-title: Int J Rob Res (IJRR)
– volume: 34
  start-page: 922
  year: 2015
  end-page: 945
  ident: bib0170
  article-title: Pose estimation for planar contact manipulation with manifold particle filters
  publication-title: Int J Rob Res (IJRR)
– volume: 18
  start-page: 779
  year: 1999
  end-page: 787
  ident: bib0133
  article-title: Shape description of curved surfaces from contact sensing using surface normals
  publication-title: Int J Rob Res (IJRR)
– volume: 61
  start-page: 55
  year: 2005
  end-page: 79
  ident: bib0087
  article-title: Pictorial structures for object recognition
  publication-title: Int J Comput Vis (IJCV)
– start-page: 2539
  year: 2013
  end-page: 2544
  ident: bib0020
  article-title: Fiber optics tactile array probe for tissue palpation during minimally invasive surgery
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 14
  start-page: 3227
  year: 2014
  end-page: 3266
  ident: bib0047
  article-title: Object recognition and localization: the role of tactile sensors
  publication-title: Sensors
– volume: 27
  start-page: 522
  year: 2011
  end-page: 533
  ident: bib0066
  article-title: Roughness encoding for discrimination of surfaces in artificial active-touch
  publication-title: IEEE Trans Rob (TR-O)
– volume: 58
  start-page: 1159
  year: 2010
  end-page: 1176
  ident: bib0010
  article-title: A survey of tactile human-robot interactions
  publication-title: Rob Auto Syst
– volume: 24
  start-page: 509
  year: 2002
  end-page: 522
  ident: bib0106
  article-title: Shape matching and object recognition using shape contexts
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
– volume: 9
  start-page: 207
  year: 2016
  end-page: 220
  ident: bib0152
  article-title: Single-Grasp object classification and feature extraction with simple robot hands and tactile sensors
  publication-title: IEEE Trans Haptics
– volume: 29
  start-page: 363
  year: 2015
  end-page: 374
  ident: bib0169
  article-title: Global estimation of an objects pose using tactile sensing
  publication-title: Adv Rob
– start-page: 3961
  year: 2014
  end-page: 3968
  ident: bib0187
  article-title: What’s in the container? classifying object contents from vision and touch
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– start-page: 187
  year: 2014
  end-page: 192
  ident: bib0064
  article-title: Humanoids learn object properties from robust tactile feature descriptors via multi-modal artificial skin
  publication-title: Proc. IEEE-RAS int. conf. human. robot. (Humanoids)
– start-page: 813
  year: 2004
  end-page: 818
  ident: bib0037
  article-title: Dynamic tactile sensing for object identification
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 6
  year: 2012
  ident: bib0074
  article-title: Use of tactile feedback to control exploratory movements to characterize object compliance
  publication-title: Front Neurorobot
– volume: 12
  start-page: 219
  year: 2006
  end-page: 230
  ident: bib0017
  article-title: Improving contact realism through event-based haptic feedback
  publication-title: IEEE Trans Vis Comput Graphics (VCG)
– start-page: 285
  year: 2008
  end-page: 291
  ident: bib0098
  article-title: Opening a door with a humanoid robot using multi-sensory tactile feedback
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 5
  start-page: 16744
  year: 2015
  ident: bib0026
  article-title: Synthesis of large area graphene for high performance in flexible optoelectronic devices
  publication-title: Sci Rep
– start-page: 427
  year: 2011
  end-page: 434
  ident: bib0085
  article-title: Classification of rigid and deformable objects using a novel tactile sensor
  publication-title: Proc. int. conf. adv. robot. (ICAR)
– volume: 218
  start-page: 132
  year: 2014
  end-page: 141
  ident: bib0044
  article-title: Multi-fingered haptic palpation using pneumatic feedback actuators
  publication-title: Sensor Actuat A-Phys
– start-page: 93
  year: 2000
  end-page: 98
  ident: bib0097
  article-title: Object recognition by a smarttactile sensor
  publication-title: Proc. austr. conf. robot. autom.
– volume: 1
  start-page: 570
  year: 2016
  end-page: 577
  ident: bib0120
  article-title: In-Hand object pose estimation using covariance-Based tactile to geometry matching
  publication-title: IEEE Rob Auto Lett (RA-L)
– start-page: 216
  year: 2016
  end-page: 222
  ident: bib0124
  article-title: Contact localization on grasped objects using tactile sensing
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 4
  start-page: 88
  year: 2017
  end-page: 102
  ident: bib0019
  article-title: Tactile sensing with whiskers of various shapes: determining the three-dimensional location of object contact based on mechanical signals at the whisker base
  publication-title: Soft Rob
– year: 2017
  ident: bib0027
  article-title: Robotic homunculus: learning of artificial skin representation in a humanoid robot motivated by primary somatosensory cortex
  publication-title: IEEE Trans Cog Devel Sys
– volume: 20
  start-page: 925
  year: 2001
  end-page: 938
  ident: bib0134
  article-title: Feature detection for haptic exploration with robotic fingers
  publication-title: Int J Rob Res (IJRR)
– volume: 2
  start-page: 1985
  year: 2003
  end-page: 1991
  ident: bib0157
  article-title: Simultaneous localization and mapping with unknown data association using FastSLAM
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 2464
  year: 2016
  end-page: 2470
  ident: bib0050
  article-title: Recognising the clothing categories from free-configuration using gaussian-process-based interactive perception
  publication-title: Proc. IEEE int. conf. robot. auto. (ICRA)
– start-page: 3975
  year: 2009
  end-page: 3980
  ident: bib0177
  article-title: Vision–tactile–force integration and robot physical interaction
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 15
  start-page: 3164
  year: 2015
  end-page: 3185
  ident: bib0008
  article-title: Technologies for printing sensors and electronics over large flexible substrates: a review
  publication-title: IEEE Sensors J
– start-page: 310
  year: 2015
  end-page: 317
  ident: bib0075
  article-title: Evaluation of tactile feature extraction for interactive object recognition
  publication-title: Proc. IEEE-RAS int. conf. human. robot. (Humanoids)
– volume: 94
  start-page: 335
  year: 2011
  end-page: 360
  ident: bib0105
  article-title: Evaluation of interest point detectors and feature descriptors for visual tracking
  publication-title: Int J Comput Vis (IJCV)
– start-page: 490
  year: 2006
  end-page: 503
  ident: bib0145
  article-title: Sampling strategies for bag-of-features image classification
  publication-title: Proc. eur. conf. comput. vis. (ECCV)
– year: 2012
  ident: bib0001
  article-title: Robotic tactile sensing: technologies and system
– start-page: 2262
  year: 2014
  end-page: 2269
  ident: bib0121
  article-title: ST-HMP: Unsupervised spatio-temporal feature learning for tactile data
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 107
  year: 2013
  end-page: 112
  ident: bib0192
  article-title: A sensorimotor account of visual and tactile integration for object categorization and grasping
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 29
  start-page: 1411
  year: 2015
  end-page: 1425
  ident: bib0031
  article-title: Humanoids learn touch modalities identification via multi-modal robotic skin and robust tactile descriptors
  publication-title: Adv Rob
– start-page: 1030
  year: 2014
  end-page: 1033
  ident: bib0101
  article-title: Rotation and translation invariant object recognition with a tactile sensor
  publication-title: Proc. IEEE sensors conf.
– year: 2016
  ident: bib0009
  article-title: Springer handbook of robotics
– start-page: 1410
  year: 2012
  end-page: 1415
  ident: bib0038
  article-title: A computationally fast algorithm for local contact shape and pose classification using a tactile array sensor
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 4958
  year: 2013
  end-page: 4963
  ident: bib0147
  article-title: Improving transparency in passive teleoperation by combining cutaneous and kinesthetic force feedback
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– year: 2016
  ident: bib0196
  article-title: Neuromorphic systems
  publication-title: Wiley Encyclopedia of Electrical and Electronics Engineering
– start-page: 3909
  year: 2015
  end-page: 3914
  ident: bib0088
  article-title: Bayesian tactile object recognition: Learning and recognising objects using a new inexpensive tactile sensor
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 2
  year: 2007
  end-page: 7
  ident: bib0162
  article-title: Touch based perception for object manipulation
  publication-title: Proc. workshop robot manip., robot.: sci. syst. (RSS)
– start-page: 3547
  year: 2013
  end-page: 3554
  ident: bib0181
  article-title: Fusing visual and tactile sensing for 3-D object reconstruction while grasping
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 58
  start-page: 3319
  year: 2011
  end-page: 3327
  ident: bib0082
  article-title: Finite-element modeling of soft tissue rolling indentation
  publication-title: IEEE Trans Biom Eng
– start-page: 3770
  year: 2011
  end-page: 3776
  ident: bib0095
  article-title: Touch modality interpretation for an EIT-based sensitive skin
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– volume: 27
  start-page: 498
  year: 2011
  end-page: 507
  ident: bib0056
  article-title: Sense of touch in robots with self-organizing maps
  publication-title: IEEE Trans Rob (T-RO)
– volume: 15
  start-page: 5001
  year: 2015
  end-page: 5009
  ident: bib0102
  article-title: Novel tactile-SIFT descriptor for object shape recognition
  publication-title: IEEE Sensors J
– volume: 29
  start-page: 201
  year: 2010
  end-page: 218
  ident: bib0188
  article-title: Reliable non-prehensile door opening through the combination of vision, tactile and force feedback
  publication-title: Auton Rob
– volume: 12
  start-page: 1202
  year: 2002
  end-page: 1212
  ident: bib0191
  article-title: Convergence of visual and tactile shape processing in the human lateral occipital complex
  publication-title: Cereb Cortex
– start-page: 49
  year: 2014
  end-page: 56
  ident: bib0063
  article-title: Methods for robotic tool-mediated haptic surface recognition
  publication-title: Proc. IEEE haptics symp.
– volume: 41
  start-page: 87
  year: 1992
  end-page: 92
  ident: bib0149
  article-title: Active tactile perception of object surface geometric profiles
  publication-title: IEEE Trans Inst Meas
– start-page: 406
  year: 1991
  end-page: 411
  ident: bib0155
  article-title: Finding the pose of an object in a hand
  publication-title: Proc. IEEE int. conf. robot. autom. (ICRA)
– start-page: 1208
  year: 2015
  end-page: 1215
  ident: bib0165
  article-title: Shape and pose recovery from planar pushing
  publication-title: Proc. IEEE/RSJ int. conf. intell. robots syst. (IROS)
– volume: 19
  start-page: 901
  year: 1989
  end-page: 931
  ident: bib0178
  article-title: Multisensor integration and fusion in intelligent systems
  publication-title: IEEE Trans Sys, Man Cybern
– start-page: 4931
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0142
  article-title: A triangle histogram for object classification by tactile sensing
– volume: 29
  start-page: 363
  issue: 5
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0169
  article-title: Global estimation of an objects pose using tactile sensing
  publication-title: Adv Rob
  doi: 10.1080/01691864.2014.1002531
– volume: 32
  start-page: 626
  issue: 3
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0072
  article-title: Stable grip control on soft objects with time-varying stiffness
  publication-title: IEEE Trans Rob
  doi: 10.1109/TRO.2016.2549545
– start-page: 1
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0093
  article-title: Using entropy for dimension reduction of tactile data
– volume: 4
  start-page: 88
  issue: 2
  year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0019
  article-title: Tactile sensing with whiskers of various shapes: determining the three-dimensional location of object contact based on mechanical signals at the whisker base
  publication-title: Soft Rob
  doi: 10.1089/soro.2016.0028
– volume: 58
  start-page: 3319
  issue: 12
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0082
  article-title: Finite-element modeling of soft tissue rolling indentation
  publication-title: IEEE Trans Biom Eng
  doi: 10.1109/TBME.2011.2106783
– start-page: 3547
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0181
  article-title: Fusing visual and tactile sensing for 3-D object reconstruction while grasping
– start-page: 239
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0048
  article-title: Exploring features in a Bayesian framework for material recognition
– volume: 15
  start-page: 3164
  issue: 6
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0008
  article-title: Technologies for printing sensors and electronics over large flexible substrates: a review
  publication-title: IEEE Sensors J
  doi: 10.1109/JSEN.2014.2375203
– start-page: 433
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0110
  article-title: Histogram based classification of tactile patterns on periodically distributed skin sensors for a humanoid robot
– start-page: 4958
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0147
  article-title: Improving transparency in passive teleoperation by combining cutaneous and kinesthetic force feedback
– volume: 2
  start-page: 013003
  issue: 1
  year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0032
  article-title: Printable stretchable interconnects
  publication-title: Flexible Printed Electron
  doi: 10.1088/2058-8585/aa5ab2
– volume: 218
  start-page: 132
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0044
  article-title: Multi-fingered haptic palpation using pneumatic feedback actuators
  publication-title: Sensor Actuat A-Phys
  doi: 10.1016/j.sna.2014.08.003
– year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0053
  article-title: Knock-knock: acoustic object recognition by using stacked denoising autoencoders
  publication-title: Neurocomputing
  doi: 10.1016/j.neucom.2017.03.014
– start-page: 4927
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0129
  article-title: Learning the tactile signatures of prototypical object parts for robust part-based grasping of novel objects
– volume: 30
  start-page: 203
  issue: 1
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0042
  article-title: Efficient break-away friction ratio and slip prediction based on haptic surface exploration
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2013.2279630
– start-page: 404
  year: 2006
  ident: 10.1016/j.mechatronics.2017.11.002_bib0107
  article-title: Surf: speeded up robust features
– start-page: 5917
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0091
  article-title: Blind grasping: Stable robotic grasping using tactile feedback and hand kinematics
– volume: 94
  start-page: 335
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0105
  article-title: Evaluation of interest point detectors and feature descriptors for visual tracking
  publication-title: Int J Comput Vis (IJCV)
  doi: 10.1007/s11263-011-0431-5
– start-page: 1554
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0112
  article-title: Learning tactile characterizations of object-and pose-specific grasps
– start-page: 3903
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0168
  article-title: Localizing the object contact through matching tactile features with visual map
– start-page: 1150
  year: 1999
  ident: 10.1016/j.mechatronics.2017.11.002_bib0086
  article-title: Object recognition from local scale-invariant features
– volume: 62
  start-page: 422
  issue: 4
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0060
  article-title: Autonomous tactile perception: a combined improved sensing and bayesian nonparametric approach
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2013.11.011
– volume: 7
  start-page: 512
  issue: 4
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0123
  article-title: Incrementally learning objects by touch: online discriminative and generative models for tactile-based recognition
  publication-title: IEEE Trans Haptics
  doi: 10.1109/TOH.2014.2326159
– start-page: 138
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0090
  article-title: Tactile image based contact shape recognition using neural network
– start-page: 3040
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0113
  article-title: A probabilistic framework for task-oriented grasp stability assessment
– volume: 26
  start-page: 1995
  issue: 17
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0183
  article-title: Online object categorization using multimodal information autonomously acquired by a mobile robot
  publication-title: Adv Rob
  doi: 10.1080/01691864.2012.728693
– start-page: 4497
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0059
  article-title: Experimental investigation of surface identification ability of a low-profile fabric tactile sensor
– volume: 3
  start-page: 37
  issue: 1
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0023
  article-title: Finger-shaped gelforce: sensor for measuring surface traction fields for robotic hand
  publication-title: IEEE Trans Haptics
  doi: 10.1109/TOH.2009.47
– start-page: 3337
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0126
  article-title: Efficient spatio-temporal tactile object recognition with randomized tiling convolutional networks in a hierarchical fusion strategy
– volume: 27
  start-page: 558
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0096
  article-title: Tactile sensing for mobile manipulation
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2134130
– start-page: 3056
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0073
  article-title: Tactile identification of objects using Bayesian exploration
– start-page: 2349
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0116
  article-title: Haptic object recognition using passive joints and haptic key features
– volume: 74
  start-page: 195
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0011
  article-title: Tactile sensing in dexterous robot hands – review
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2015.07.015
– start-page: 285
  year: 2008
  ident: 10.1016/j.mechatronics.2017.11.002_bib0098
  article-title: Opening a door with a humanoid robot using multi-sensory tactile feedback
– volume: 29
  start-page: 1052
  issue: 6
  year: 2007
  ident: 10.1016/j.mechatronics.2017.11.002_bib0166
  article-title: MonoSLAM: real-time single camera SLAM
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
  doi: 10.1109/TPAMI.2007.1049
– start-page: 187
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0064
  article-title: Humanoids learn object properties from robust tactile feature descriptors via multi-modal artificial skin
– volume: 27
  start-page: 635
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0080
  article-title: Tactile-data classification of contact materials using computational intelligence
  publication-title: IEEE Trans Robot (T-RO)
  doi: 10.1109/TRO.2011.2130030
– start-page: 4489
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0122
  article-title: Online spatio-temporal gaussian process experts with application to tactile classification
– start-page: 1410
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0038
  article-title: A computationally fast algorithm for local contact shape and pose classification using a tactile array sensor
– volume: 2
  start-page: 1985
  year: 2003
  ident: 10.1016/j.mechatronics.2017.11.002_bib0157
  article-title: Simultaneous localization and mapping with unknown data association using FastSLAM
– start-page: 1045
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0025
  article-title: Combining finger vision and optical tactile sensing: Reducing and handling errors while cutting vegetables
– start-page: 601
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0175
  article-title: Multi–sensor and prediction fusion for contact detection and localization
– start-page: 1084
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0013
  article-title: A highly sensitive 3d-shaped tactile sensor
– year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0067
  article-title: Bayesian exploration for intelligent identification of textures
  publication-title: Front Neurorobot
  doi: 10.3389/fnbot.2012.00004
– volume: 18
  start-page: 779
  issue: 8
  year: 1999
  ident: 10.1016/j.mechatronics.2017.11.002_bib0133
  article-title: Shape description of curved surfaces from contact sensing using surface normals
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/02783649922066556
– start-page: 49
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0063
  article-title: Methods for robotic tool-mediated haptic surface recognition
– start-page: 707
  year: 2006
  ident: 10.1016/j.mechatronics.2017.11.002_bib0161
  article-title: Bayesian estimation for autonomous object manipulation based on tactile sensors
– volume: 12
  start-page: 1202
  issue: 11
  year: 2002
  ident: 10.1016/j.mechatronics.2017.11.002_bib0191
  article-title: Convergence of visual and tactile shape processing in the human lateral occipital complex
  publication-title: Cereb Cortex
  doi: 10.1093/cercor/12.11.1202
– volume: 27
  start-page: 616
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0043
  article-title: Assessing grasp stability based on learning and haptic data
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2132870
– volume: 27
  start-page: 545
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0015
  article-title: Learning dynamic tactile sensing with robust vision-based training
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2121130
– volume: 3
  start-page: 1814
  year: 1998
  ident: 10.1016/j.mechatronics.2017.11.002_bib0172
  article-title: Real-time pose estimation of an object manipulated by multi-fingered hand using 3d stereo vision and tactile sensing
– volume: 71
  start-page: 1439
  issue: 7
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0002
  article-title: Haptic perception: a tutorial
  publication-title: Atten Percept Psychophys
  doi: 10.3758/APP.71.7.1439
– start-page: 2360
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0028
  article-title: Real-time reconstruction of contact shapes for large area robot skin
– start-page: 893
  year: 1991
  ident: 10.1016/j.mechatronics.2017.11.002_bib0148
  article-title: Tactile sensor for geometric profile perception
– start-page: 698
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0036
  article-title: A framework for representing interaction tasks based on tactile data
– start-page: 339
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0111
  article-title: A modular high-speed tactile sensor for human manipulation research
– volume: 29
  start-page: 1411
  issue: 21
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0031
  article-title: Humanoids learn touch modalities identification via multi-modal robotic skin and robust tactile descriptors
  publication-title: Adv Rob
  doi: 10.1080/01691864.2015.1095652
– volume: 27
  start-page: 534
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0061
  article-title: A simple tactile probe for surface identification by mobile robots
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2119910
– year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0009
  doi: 10.1007/978-3-319-32552-1
– start-page: 2845
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0186
  article-title: Gaussian process implicit surfaces for shape estimation and grasping
– volume: 31
  start-page: 1627
  issue: 13
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0094
  article-title: Interpretation of the modality of touch on an artificial arm covered with an eit-based sensitive skin
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/0278364912455441
– volume: 34
  start-page: 922
  issue: 7
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0170
  article-title: Pose estimation for planar contact manipulation with manifold particle filters
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/0278364915571007
– volume: 27
  start-page: 508
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0084
  article-title: Majority voting: material classification by tactile sensing using surface texture
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2127110
– start-page: 617
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0154
  article-title: Planning in-hand object manipulation with multifingered hands considering task constraints
– volume: 50
  start-page: 2775
  issue: 24
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0052
  article-title: Tactual perception of material properties
  publication-title: Vis Res
  doi: 10.1016/j.visres.2010.10.005
– volume: 27
  start-page: 389
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0005
  article-title: Methods and technologies for the implementation of large-scale robot tactile sensors
  publication-title: IEEE Trans Robot (T-RO)
  doi: 10.1109/TRO.2011.2132930
– volume: 7
  start-page: 400
  issue: 2
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0139
  article-title: Surface patch reconstruction from one-dimensional tactile data
  publication-title: , IEEE Trans Autom Sci Eng
  doi: 10.1109/TASE.2009.2020994
– volume: 103
  start-page: 348
  issue: 3
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0049
  article-title: Recognizing materials using perceptually inspired features
  publication-title: Int J Comput Vis (IJCV)
  doi: 10.1007/s11263-013-0609-0
– year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0196
  article-title: Neuromorphic systems
– volume: 41
  start-page: 87
  issue: 1
  year: 1992
  ident: 10.1016/j.mechatronics.2017.11.002_bib0149
  article-title: Active tactile perception of object surface geometric profiles
  publication-title: IEEE Trans Inst Meas
  doi: 10.1109/19.126638
– volume: 20
  start-page: 925
  issue: 12
  year: 2001
  ident: 10.1016/j.mechatronics.2017.11.002_bib0134
  article-title: Feature detection for haptic exploration with robotic fingers
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/02783640122068191
– volume: 24
  start-page: 615
  issue: 8
  year: 2005
  ident: 10.1016/j.mechatronics.2017.11.002_bib0156
  article-title: Bayesian hybrid model-state estimation applied to simultaneous contact formation recognition and geometrical parameter estimation
  publication-title: Int J Robot Res (IJRR)
  doi: 10.1177/0278364905056196
– start-page: 813
  year: 2004
  ident: 10.1016/j.mechatronics.2017.11.002_bib0037
  article-title: Dynamic tactile sensing for object identification
– start-page: 951
  year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0079
  article-title: Shape-independent hardness estimation using deep learning and a gelsight tactile sensor
– start-page: 1
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0022
  article-title: Development of a tactile sensor based on biologically inspired edge encoding
– volume: 167
  start-page: 171
  issue: 2
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0040
  article-title: Tactile sensing for dexterous in-hand manipulation in robotics - a review
  publication-title: Sensor Actuat A-Phys
  doi: 10.1016/j.sna.2011.02.038
– volume: 6
  start-page: 506
  issue: 4
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0146
  article-title: Towards wearability in fingertip haptics: a 3-dof wearable device for cutaneous force feedback
  publication-title: IEEE Trans Haptics
  doi: 10.1109/TOH.2013.53
– volume: 19
  start-page: 901
  issue: 5
  year: 1989
  ident: 10.1016/j.mechatronics.2017.11.002_bib0178
  article-title: Multisensor integration and fusion in intelligent systems
  publication-title: IEEE Trans Sys, Man Cybern
  doi: 10.1109/21.44007
– start-page: 1517
  year: 2007
  ident: 10.1016/j.mechatronics.2017.11.002_bib0119
  article-title: Acquisition and application of a tactile database
– start-page: 427
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0085
  article-title: Classification of rigid and deformable objects using a novel tactile sensor
– year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0117
  article-title: Low-resolution tactile image recognition for automated robotic assembly using kernel PCA-based feature fusion and multiple kernel learning-based support vector machine
  publication-title: Math Probl Eng
– volume: 2
  start-page: 23
  issue: 1
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0041
  article-title: Demonstration-based learning and control for automatic grasping
  publication-title: Intell Serv Rob
  doi: 10.1007/s11370-008-0026-3
– volume: 29
  start-page: 1359
  issue: 21
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0007
  article-title: New materials and advances in making electronic skin for interactive robots
  publication-title: Adv Rob
  doi: 10.1080/01691864.2015.1095653
– volume: 55
  start-page: 720
  issue: 9
  year: 2007
  ident: 10.1016/j.mechatronics.2017.11.002_bib0150
  article-title: Neural network models of haptic shape perception
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2007.05.003
– start-page: 1044
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0125
  article-title: Tactile Object Recognition using Deep Learning and Dropout
– volume: 9
  start-page: 207
  issue: 2
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0152
  article-title: Single-Grasp object classification and feature extraction with simple robot hands and tactile sensors
  publication-title: IEEE Trans Haptics
  doi: 10.1109/TOH.2016.2521378
– start-page: 93
  year: 2000
  ident: 10.1016/j.mechatronics.2017.11.002_bib0097
  article-title: Object recognition by a smarttactile sensor
– start-page: 2
  year: 2007
  ident: 10.1016/j.mechatronics.2017.11.002_bib0162
  article-title: Touch based perception for object manipulation
– year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0153
  article-title: Iterative Closest Labeled Point for tactile object shape recognition
– volume: 3
  start-page: 3
  issue: 3
  year: 1984
  ident: 10.1016/j.mechatronics.2017.11.002_bib0131
  article-title: Model-based recognition and localization from sparse range or tactile data
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/027836498400300301
– volume: 24
  start-page: 951
  issue: 11
  year: 2005
  ident: 10.1016/j.mechatronics.2017.11.002_bib0137
  article-title: Semidifferential invariants for tactile recognition of algebraic curves
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/0278364905059065
– start-page: 3909
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0088
  article-title: Bayesian tactile object recognition: Learning and recognising objects using a new inexpensive tactile sensor
– volume: 63
  start-page: 244
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0014
  article-title: Flexible and stretchable fabric-based tactile sensor
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2014.09.007
– volume: 401
  start-page: 587
  issue: 6753
  year: 1999
  ident: 10.1016/j.mechatronics.2017.11.002_bib0190
  article-title: Involvement of visual cortex in tactile discrimination of orientation
  publication-title: Nature
  doi: 10.1038/44139
– volume: 62
  start-page: 366
  issue: 3
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0018
  article-title: Biomimetic tactile target acquisition, tracking and capture
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2013.08.013
– volume: 58
  start-page: 1159
  issue: 10
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0010
  article-title: A survey of tactile human-robot interactions
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2010.07.002
– start-page: 15
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0103
  article-title: Tactile object recognition with semi-supervised learning
– volume: 15
  start-page: 912
  issue: 5
  year: 2005
  ident: 10.1016/j.mechatronics.2017.11.002_bib0070
  article-title: Texture classification using a polymer-based MEMS tactile sensor
  publication-title: J Micromech Microeng
  doi: 10.1088/0960-1317/15/5/003
– volume: 27
  start-page: 473
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0035
  article-title: Tactile-object recognition from appearance information
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2125350
– start-page: 3339
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0118
  article-title: Learning of grasp adaptation through experience and tactile sensing
– start-page: 342
  year: 1989
  ident: 10.1016/j.mechatronics.2017.11.002_bib0132
  article-title: Haptic object recognition using a multi-fingered dextrous hand
– start-page: 4021
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0173
  article-title: Combining touch and vision for the estimation of an object’s pose during manipulation
– start-page: 2711
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0083
  article-title: Multi-axis stiffness sensing device for medical palpation
– volume: 12
  start-page: 219
  issue: 2
  year: 2006
  ident: 10.1016/j.mechatronics.2017.11.002_bib0017
  article-title: Improving contact realism through event-based haptic feedback
  publication-title: IEEE Trans Vis Comput Graphics (VCG)
  doi: 10.1109/TVCG.2006.32
– volume: 13
  start-page: 4121
  issue: 11
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0003
  article-title: Directions toward effective utilization of tactile skin: a review
  publication-title: IEEE Sensors J
  doi: 10.1109/JSEN.2013.2279056
– volume: 60
  start-page: 91
  issue: 2
  year: 2004
  ident: 10.1016/j.mechatronics.2017.11.002_bib0100
  article-title: Distinctive image features from scale-invariant keypoints
  publication-title: Int J Comput Vis (IJCV)
  doi: 10.1023/B:VISI.0000029664.99615.94
– volume: 61
  start-page: 55
  issue: 1
  year: 2005
  ident: 10.1016/j.mechatronics.2017.11.002_bib0087
  article-title: Pictorial structures for object recognition
  publication-title: Int J Comput Vis (IJCV)
  doi: 10.1023/B:VISI.0000042934.15159.49
– start-page: 471
  year: 1994
  ident: 10.1016/j.mechatronics.2017.11.002_bib0197
  article-title: A tactile sensor for localizing transient events in manipulation
– volume: 4
  start-page: 129
  year: 1999
  ident: 10.1016/j.mechatronics.2017.11.002_bib0185
  article-title: Integration of vision, force and tactile sensing for grasping
  publication-title: Int. J. Intell. Mach.
– volume: 62
  start-page: 488
  issue: 1
  year: 1997
  ident: 10.1016/j.mechatronics.2017.11.002_bib0089
  article-title: Featureless classification of tactile contacts in a gripper using neural networks
  publication-title: Sensor Actuat A-Phys
  doi: 10.1016/S0924-4247(97)01496-9
– volume: 27
  start-page: 630
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0143
  article-title: A probabilistic approach to tactile shape reconstruction
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2120830
– volume: 21
  start-page: 89
  issue: 3
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0021
  article-title: The feel of MEMS barometers: inexpensive and easily customized tactile array sensors
  publication-title: IEEE Rob Autom Mag
  doi: 10.1109/MRA.2014.2310152
– year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0114
  article-title: A control framework for tactile servoing
– volume: 27
  start-page: 488
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0062
  article-title: Vibrotactile recognition and categorization of surfaces by a humanoid robot
  publication-title: IEEE Trans Rob (TR-O)
  doi: 10.1109/TRO.2011.2127130
– start-page: 5935
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0171
  article-title: Fusion of stereo vision, force-torque, and joint sensors for estimation of in-hand object location
– start-page: 3961
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0187
  article-title: What’s in the container? classifying object contents from vision and touch
– volume: 30
  start-page: 1250
  issue: 10
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0182
  article-title: Interactive object recognition using proprioceptive and auditory feedback
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/0278364911408368
– start-page: 2336
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0057
  article-title: Material classification by tactile sensing using surface textures
– volume: 52
  start-page: 353
  issue: 4
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0099
  article-title: Object-shape recognition and 3D reconstruction from tactile sensor images
  publication-title: Med Biol Eng Comput
  doi: 10.1007/s11517-014-1142-1
– volume: 31
  start-page: 1
  year: 2004
  ident: 10.1016/j.mechatronics.2017.11.002_bib0045
  article-title: Tactile interfaces: a state-of-the-art survey
– start-page: 895
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0039
  article-title: Tactile sensing for an anthropomorphic robotic hand: Hardware and signal processing
– start-page: 356
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0108
  article-title: Unique signatures of histograms for local surface description
– volume: 36
  start-page: 1513
  issue: 10
  year: 2007
  ident: 10.1016/j.mechatronics.2017.11.002_bib0174
  article-title: Vision and touch: multiple or multisensory representations of objects?
  publication-title: Perception
  doi: 10.1068/p5850
– start-page: 5942
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0141
  article-title: Object mapping, recognition, and localization from tactile geometry
– volume: 9
  start-page: 131
  issue: 2
  year: 2003
  ident: 10.1016/j.mechatronics.2017.11.002_bib0065
  article-title: The haptic finger - a new device for monitoring skin condition
  publication-title: Skin Res Technol
  doi: 10.1034/j.1600-0846.2003.00031.x
– volume: 22
  start-page: 421
  issue: 4
  year: 1990
  ident: 10.1016/j.mechatronics.2017.11.002_bib0051
  article-title: Haptic classification of common objects: knowledge-driven exploration
  publication-title: Cogn Psychol
  doi: 10.1016/0010-0285(90)90009-S
– start-page: 216
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0124
  article-title: Contact localization on grasped objects using tactile sensing
– volume: 2
  start-page: 1224
  year: 1996
  ident: 10.1016/j.mechatronics.2017.11.002_bib0054
  article-title: Surface sensing and classification for efficient mobile robot navigation
– start-page: 1371
  year: 2006
  ident: 10.1016/j.mechatronics.2017.11.002_bib0138
  article-title: Surface patch reconstruction via curve sampling
– start-page: 461
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0109
  article-title: What can be inferred from a tactile arrayed sensor in autonomous in-hand manipulation?
– volume: 27
  start-page: 569
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0163
  article-title: Global localization of objects via touch
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2138450
– start-page: 4000
  year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0189
  article-title: Tracking objects with point clouds from vision and touch
– year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0001
– start-page: 1241
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0068
  article-title: Sensing and recognizing surface textures using a GelSight sensor
– volume: 15
  start-page: 921
  issue: 9
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0030
  article-title: Robots with a sense of touch
  publication-title: Nat Mater
  doi: 10.1038/nmat4731
– start-page: 208
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0078
  article-title: Estimating object hardness with a gelsight touch sensor
– volume: 30
  start-page: 46
  issue: 4
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0024
  article-title: Microgeometry capture using an elastomeric sensor
  publication-title: ACM Trans Graph (TOG)
  doi: 10.1145/2010324.1964941
– volume: 27
  start-page: 498
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0056
  article-title: Sense of touch in robots with self-organizing maps
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2130090
– volume: 4
  start-page: 51
  issue: 1
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0046
  article-title: The role of haptics in medical training simulators: a survey of the state of the art
  publication-title: IEEE Trans Haptics
  doi: 10.1109/TOH.2010.19
– volume: 10
  start-page: 016012
  issue: 1
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0071
  article-title: Tactile surface classification for limbed robots using a pressure sensitive robot skin
  publication-title: Bioinspir Biomim
  doi: 10.1088/1748-3190/10/1/016012
– start-page: 2464
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0050
  article-title: Recognising the clothing categories from free-configuration using gaussian-process-based interactive perception
– start-page: 310
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0075
  article-title: Evaluation of tactile feature extraction for interactive object recognition
– start-page: 200
  year: 1995
  ident: 10.1016/j.mechatronics.2017.11.002_bib0135
  article-title: On the robustness of haptic object recognition based on polyhedral shape representations
– start-page: 323
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0069
  article-title: Tactip-tactile fingertip device, texture analysis through optical tracking of skin features
– year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0027
  article-title: Robotic homunculus: learning of artificial skin representation in a humanoid robot motivated by primary somatosensory cortex
  publication-title: IEEE Trans Cog Devel Sys
  doi: 10.1109/TCDS.2017.2649225
– volume: 35
  start-page: 1798
  issue: 8
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0128
  article-title: Representation learning: a review and new perspectives
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
  doi: 10.1109/TPAMI.2013.50
– start-page: 3048
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0076
  article-title: Using robotic exploratory procedures to learn the meaning of haptic adjectives
– start-page: 107
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0192
  article-title: A sensorimotor account of visual and tactile integration for object categorization and grasping
– year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0164
  article-title: Memory unscented particle filter for 6–DOF tactile localization
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2017.2707092
– year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0194
  article-title: Connecting look and feel: Associating the visual and tactile properties of physical materials
– start-page: 3988
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0115
  article-title: Localization and manipulation of small parts using GelSight tactile sensing
– start-page: 490
  year: 2006
  ident: 10.1016/j.mechatronics.2017.11.002_bib0145
  article-title: Sampling strategies for bag-of-features image classification
– volume: 4
  start-page: 031101
  issue: 3
  year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0033
  article-title: Bending induced electrical response variations in ultra-thin flexible chips and device modeling
  publication-title: Appl Phys Rev
  doi: 10.1063/1.4991532
– volume: 5
  start-page: 16744
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0026
  article-title: Synthesis of large area graphene for high performance in flexible optoelectronic devices
  publication-title: Sci Rep
  doi: 10.1038/srep16744
– start-page: 3975
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0177
  article-title: Vision–tactile–force integration and robot physical interaction
– volume: 32
  start-page: 167
  issue: 1
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0144
  article-title: Haptic object recognition in underwater and deep-sea environments
  publication-title: J Field Rob
  doi: 10.1002/rob.21538
– start-page: 1200
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0167
  article-title: Combining tactile sensing and vision for rapid haptic mapping
– volume: 65
  start-page: 656
  issue: 3
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0127
  article-title: Object recognition using tactile measurements: kernel sparse coding methods
  publication-title: IEEE Trans Instrum Meas
  doi: 10.1109/TIM.2016.2514779
– start-page: 406
  year: 1991
  ident: 10.1016/j.mechatronics.2017.11.002_bib0155
  article-title: Finding the pose of an object in a hand
– volume: 27
  start-page: 522
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0066
  article-title: Roughness encoding for discrimination of surfaces in artificial active-touch
  publication-title: IEEE Trans Rob (TR-O)
  doi: 10.1109/TRO.2011.2116930
– volume: 7
  start-page: 191
  issue: 2
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0500
  article-title: Spatial asymmetry in tactile sensor skin deformation aids perception of edge orientation during haptic exploration
  publication-title: IEEE Trans. Haptics
  doi: 10.1109/TOH.2013.56
– start-page: 497
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0151
  article-title: Haptic object recognition for multi-fingered robot hands
– start-page: 536
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0193
  article-title: Deep learning for tactile understanding from visual and haptic data
– volume: 2
  start-page: 107
  issue: 2
  year: 2002
  ident: 10.1016/j.mechatronics.2017.11.002_bib0176
  article-title: Multisensor fusion and integration: approaches, applications, and future research directions
  publication-title: IEEE Sensors J
  doi: 10.1109/JSEN.2002.1000251
– volume: 26
  start-page: 1
  issue: 1
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0004
  article-title: Tactile sensing–from humans to humanoids
  publication-title: IEEE Trans Robot (T-RO)
  doi: 10.1109/TRO.2009.2033627
– start-page: 3770
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0095
  article-title: Touch modality interpretation for an EIT-based sensitive skin
– start-page: 243
  year: 2009
  ident: 10.1016/j.mechatronics.2017.11.002_bib0034
  article-title: Object identification with tactile sensors using Bag-of-Features
– start-page: 52
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0058
  article-title: Surface material recognition through haptic exploration using an intelligent contact sensing finger
– start-page: 3438
  year: 2003
  ident: 10.1016/j.mechatronics.2017.11.002_bib0158
  article-title: Methods for intelligent localization and mapping during haptic exploration
– volume: 1
  start-page: 570
  issue: 1
  year: 2016
  ident: 10.1016/j.mechatronics.2017.11.002_bib0120
  article-title: In-Hand object pose estimation using covariance-Based tactile to geometry matching
  publication-title: IEEE Rob Auto Lett (RA-L)
  doi: 10.1109/LRA.2016.2517244
– volume: 27
  start-page: 1615
  issue: 10
  year: 2005
  ident: 10.1016/j.mechatronics.2017.11.002_bib0104
  article-title: A performance evaluation of local descriptors
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
  doi: 10.1109/TPAMI.2005.188
– start-page: 2539
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0020
  article-title: Fiber optics tactile array probe for tissue palpation during minimally invasive surgery
– volume: 3
  start-page: 035002
  issue: 3
  year: 2008
  ident: 10.1016/j.mechatronics.2017.11.002_bib0055
  article-title: Extracting textural features from tactile sensors
  publication-title: Bioinspir Biomim
  doi: 10.1088/1748-3182/3/3/035002
– volume: 27
  start-page: 401
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0029
  article-title: Humanoid multimodal tactile-sensing modules
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2106330
– volume: 62
  start-page: 3
  issue: 1
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0081
  article-title: Design of a flexible tactile sensor for classification of rigid and deformable objects
  publication-title: Rob Auto Syst
  doi: 10.1016/j.robot.2012.07.021
– volume: 14
  start-page: 3227
  issue: 2
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0047
  article-title: Object recognition and localization: the role of tactile sensors
  publication-title: Sensors
  doi: 10.3390/s140203227
– volume: 499
  start-page: 458
  issue: 7459
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0006
  article-title: An ultra-lightweight design for imperceptible plastic electronics
  publication-title: Nature
  doi: 10.1038/nature12314
– volume: 29
  start-page: 201
  issue: 2
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0188
  article-title: Reliable non-prehensile door opening through the combination of vision, tactile and force feedback
  publication-title: Auton Rob
  doi: 10.1007/s10514-010-9192-1
– start-page: 4925
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0016
  article-title: Tactile SLAM with a biomimetic whiskered robot
– volume: 15
  start-page: 5001
  issue: 9
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0102
  article-title: Novel tactile-SIFT descriptor for object shape recognition
  publication-title: IEEE Sensors J
  doi: 10.1109/JSEN.2015.2432127
– volume: 6
  year: 2012
  ident: 10.1016/j.mechatronics.2017.11.002_bib0074
  article-title: Use of tactile feedback to control exploratory movements to characterize object compliance
  publication-title: Front Neurorobot
  doi: 10.3389/fnbot.2012.00007
– volume: 27
  start-page: 586
  issue: 3
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0160
  article-title: Using bayesian filtering to localize flexible materials during manipulation
  publication-title: IEEE Trans Rob (T-RO)
  doi: 10.1109/TRO.2011.2139150
– volume: 2
  start-page: 827
  issue: 2
  year: 2017
  ident: 10.1016/j.mechatronics.2017.11.002_bib0140
  article-title: Ergodic exploration using binary sensing for nonparametric shape estimation
  publication-title: IEEE Rob Auto Lett (RA-L)
  doi: 10.1109/LRA.2017.2654542
– start-page: 3207
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0130
  article-title: Learning Predictive State Representation for in-hand manipulation
– start-page: 341
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0092
  article-title: Active contour following to explore object shape with robot touch
– volume: 24
  start-page: 509
  issue: 4
  year: 2002
  ident: 10.1016/j.mechatronics.2017.11.002_bib0106
  article-title: Shape matching and object recognition using shape contexts
  publication-title: IEEE Trans Pattern Anal Mach Intell (T–PAMI)
  doi: 10.1109/34.993558
– start-page: 1208
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0165
  article-title: Shape and pose recovery from planar pushing
– start-page: 1030
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0101
  article-title: Rotation and translation invariant object recognition with a tactile sensor
– start-page: 1
  year: 2015
  ident: 10.1016/j.mechatronics.2017.11.002_bib0195
  article-title: A kilohertz kilotaxel tactile sensor array for investigating spatiotemporal features in neuromorphic touch
– volume: 7
  start-page: 806
  issue: 6
  year: 1991
  ident: 10.1016/j.mechatronics.2017.11.002_bib0136
  article-title: Using a cylindrical tactile sensor for determining curvature
  publication-title: IEEE Trans Rob Autom
  doi: 10.1109/70.105389
– start-page: 394
  year: 1984
  ident: 10.1016/j.mechatronics.2017.11.002_bib0179
  article-title: Surface descriptions from vision and touch
– start-page: 3180
  year: 2013
  ident: 10.1016/j.mechatronics.2017.11.002_bib0180
  article-title: Enhancing visual perception of shape through tactile glances
– start-page: 2262
  year: 2014
  ident: 10.1016/j.mechatronics.2017.11.002_bib0121
  article-title: ST-HMP: Unsupervised spatio-temporal feature learning for tactile data
– start-page: 2330
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0077
  article-title: An inertia-based surface identification system
– volume: 11
  start-page: 3216
  issue: 12
  year: 2011
  ident: 10.1016/j.mechatronics.2017.11.002_bib0012
  article-title: Towards tactile sensing system on chip for robotic applications
  publication-title: IEEE Sensors J
  doi: 10.1109/JSEN.2011.2159835
– volume: 7
  start-page: 15
  issue: 6
  year: 1988
  ident: 10.1016/j.mechatronics.2017.11.002_bib0184
  article-title: Integrating vision and touch for object recognition tasks
  publication-title: Int J Rob Res (IJRR)
  doi: 10.1177/027836498800700603
– start-page: 4302
  year: 2010
  ident: 10.1016/j.mechatronics.2017.11.002_bib0159
  article-title: A measurement model for tracking hand-object state during dexterous manipulation
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Snippet Touch sensing can help robots understand their surrounding environment, and in particular the objects they interact with. To this end, roboticists have, in the...
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StartPage 54
SubjectTerms Object recognition
Robot tactile systems
Sensor fusion
Survey
Tactile sensing
Title Robotic tactile perception of object properties: A review
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