Image-based construction of building energy models using computer vision
Improving existing buildings' energy performance requires energy models that accurately represent the building. Computer vision methods, particularly image-based 3D reconstruction, can effectively support the creation of 3D building models. In this paper, we present an image-based 3D reconstruc...
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| Published in | Automation in construction Vol. 116; p. 103231 |
|---|---|
| Main Authors | , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Amsterdam
Elsevier B.V
01.08.2020
Elsevier BV |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0926-5805 1872-7891 |
| DOI | 10.1016/j.autcon.2020.103231 |
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| Abstract | Improving existing buildings' energy performance requires energy models that accurately represent the building. Computer vision methods, particularly image-based 3D reconstruction, can effectively support the creation of 3D building models. In this paper, we present an image-based 3D reconstruction pipeline that supports the semi-automated modeling of existing buildings. We developed two methods for the robust estimation of the building planes from a 3D point cloud that (i) independently estimate each plane and (ii) impose a perpendicularity constraint to plane estimation. We also estimate external walls' thermal transmittance values using an infrared thermography-based method, with the surface temperatures measured by a thermal camera. We validate our approach (i) by testing the pipeline's ability in constructing accurate surface models subject to different image sets with varying sizes and levels of image quality, and (ii) through a comparative analysis between the calculated energy performance metrics of a ground truth and calculated energy simulation model.
•Image-based 3D reconstruction pipeline for semi-automated building energy modeling•A thermography-based method implemented to calculate actual thermal resistance•Two methods proposed for plane segmentation of 3D point clouds•Comparative analyses conducted with different sets of images in a classroom•Constrained segmentation method more robust with low-quality, less number of images |
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| AbstractList | Improving existing buildings' energy performance requires energy models that accurately represent the building. Computer vision methods, particularly image-based 3D reconstruction, can effectively support the creation of 3D building models. In this paper, we present an image-based 3D reconstruction pipeline that supports the semi-automated modeling of existing buildings. We developed two methods for the robust estimation of the building planes from a 3D point cloud that (i) independently estimate each plane and (ii) impose a perpendicularity constraint to plane estimation. We also estimate external walls' thermal transmittance values using an infrared thermography-based method, with the surface temperatures measured by a thermal camera. We validate our approach (i) by testing the pipeline's ability in constructing accurate surface models subject to different image sets with varying sizes and levels of image quality, and (ii) through a comparative analysis between the calculated energy performance metrics of a ground truth and calculated energy simulation model. Improving existing buildings' energy performance requires energy models that accurately represent the building. Computer vision methods, particularly image-based 3D reconstruction, can effectively support the creation of 3D building models. In this paper, we present an image-based 3D reconstruction pipeline that supports the semi-automated modeling of existing buildings. We developed two methods for the robust estimation of the building planes from a 3D point cloud that (i) independently estimate each plane and (ii) impose a perpendicularity constraint to plane estimation. We also estimate external walls' thermal transmittance values using an infrared thermography-based method, with the surface temperatures measured by a thermal camera. We validate our approach (i) by testing the pipeline's ability in constructing accurate surface models subject to different image sets with varying sizes and levels of image quality, and (ii) through a comparative analysis between the calculated energy performance metrics of a ground truth and calculated energy simulation model. •Image-based 3D reconstruction pipeline for semi-automated building energy modeling•A thermography-based method implemented to calculate actual thermal resistance•Two methods proposed for plane segmentation of 3D point clouds•Comparative analyses conducted with different sets of images in a classroom•Constrained segmentation method more robust with low-quality, less number of images |
| ArticleNumber | 103231 |
| Author | Kalkan, Sinan Dino, Ipek Gursel Erdogan, Bilge Alatan, A. Aydin Iseri, Orcun Koral Sari, Alp Eren Kalfaoglu, Esat Akin, Sahin |
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| Cites_doi | 10.3390/s120606893 10.1061/(ASCE)CP.1943-5487.0000525 10.1061/(ASCE)CP.1943-5487.0000731 10.1016/j.eswa.2008.02.043 10.1016/j.aei.2013.03.005 10.1016/j.aei.2018.05.001 10.1016/j.apenergy.2014.12.035 10.1007/s11263-010-0327-9 10.1016/j.enbuild.2012.07.023 10.1016/j.autcon.2018.03.034 10.1016/j.aei.2010.06.006 10.1016/S0378-7788(01)00105-0 10.1016/j.apenergy.2011.05.014 10.1016/j.compind.2013.09.003 10.1016/j.cag.2014.07.005 10.1016/j.autcon.2014.12.015 10.1016/j.autcon.2015.04.001 10.1016/j.autcon.2018.10.021 10.1016/j.aei.2018.05.003 10.1016/j.autcon.2018.08.018 10.1016/j.aei.2015.01.012 10.1016/j.autcon.2017.10.027 10.1016/j.autcon.2013.10.023 10.1016/j.enbuild.2016.04.017 10.1016/j.aei.2013.11.002 10.3390/s150100194 10.1016/j.compenvurbsys.2013.07.004 10.3390/s19030533 10.3390/s18072003 10.3390/buildings9020040 10.1016/j.autcon.2014.02.021 10.1109/34.88573 10.1016/j.autcon.2014.03.028 10.1016/j.autcon.2016.11.009 10.1016/j.autcon.2011.04.016 10.1016/j.autcon.2016.08.018 10.1016/j.autcon.2010.06.007 10.1109/MRA.2006.1638022 10.1007/s12205-015-0726-0 10.1016/j.autcon.2017.11.009 10.1016/j.autcon.2011.03.005 10.1093/comjnl/7.4.308 10.1023/B:VISI.0000029664.99615.94 10.3390/s121216099 10.1016/j.autcon.2005.01.008 10.1016/S0360-1323(00)00065-2 10.1016/j.enbuild.2012.08.037 10.1016/j.autcon.2012.05.011 10.1061/(ASCE)CP.1943-5487.0000740 10.1109/TPAMI.2009.161 10.1016/j.autcon.2012.10.006 |
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| References | Mahdjoubi, Moobela, Laing (bb0045) 2013; 64 Wang, Cho, Kim (bb0175) 2015; 56 Mura, Mattausch, Jaspe Villanueva, Gobbetti, Pajarola (bb0250) 2014; 44 Nelder, Mead (bb0290) 1965; 7 Kropp, Koch, König (bb0220) 2018; 86 Valero, Adán, Cerrada (bb0055) 2012; 12 Valero, Adán, Bosché (bb0180) 2016; 30 Valero, Bosché, Forster (bb0210) 2018; 96 Tang, Zhang, Li, Yuan, Wang, Zhang, Li, Zhang, Guo, Wang (bb0105) 2019; 19 Merchán, Adán, Salamanca, Domínguez, Chacón (bb0135) 2012; 12 Schramm, Rangel, Kroll (bb0155) 2018 Jung, Hong, Jeong, Kim, Cho, Hong, Heo (bb0010) 2014; 42 Akinci, Boukamp, Gordon, Huber, Lyons, Park (bb0050) 2006; 15 Brilakis, Fathi, Rashidi (bb0110) 2011; 20 Sayin, Tavukcuoglu (bb0310) 2016; 152 Nardi, Paoletti, Ambrosini, De Rubeis, Sfarra (bb0295) 2016; 122 Durrant-Whyte, Bailey (bb0325) 2006; 13 González-Aguilera, Rodriguez-Gonzalvez, Armesto, Lagüela (bb0130) 2012; 54 Mahdavi (bb0020) 2001; 36 Lin, Goyal, Girshick, He, Dollar (bb0320) 2017 Brackney, Parker, Macumber, Benne (bb0305) 2018 Hensen, Lamberts (bb0015) 2012 Rahimian, Seyedzadeh, Oliver, Rodriguez, Dawood (bb0200) 2020; 110 Umeyama (bb0285) 1991; 13 Costanzo, Minasi, Casula, Musacchio, Buongiorno (bb0140) 2014; 15 Hamledari, McCabe, Davari (bb0205) 2017; 74 Albatici, Tonelli, Chiogna (bb0255) 2015; 141 Fathi, Dai, Lourakis (bb0235) 2015; 29 Bosché, Guillemet, Turkan, Haas, Haas (bb0065) 2014; 28 Ribarić, Marčetić, Vedrina (bb0120) 2009; 36 Rashidi, Sigari, Maghiar, Citrin (bb0165) 2016; 20 Brilakis, Lourakis, Sacks, Savarese, Christodoulou, Teizer, Makhmalbaf (bb0030) 2010; 24 Hartley, Zisserman (bb0075) 2003 Xiong, Adan, Akinci, Huber (bb0040) 2013; 31 Lagüela, Armesto, Arias, Herráez (bb0145) 2012; 27 Lowe (bb0265) 2004; 60 Bruno, De Fino, Fatiguso (bb0195) 2018; 86 Park, Cai, Perissin (bb0100) 2018; 32 Moulon, Monasse, Marlet (bb0275) 2013 Kim, Kim, Kim (bb0095) 2016; 71 Kim, Kim, Hong, Byun (bb0225) 2018; 32 Richter, Döllner (bb0240) 2014; 45 Lu, Lee, Chen (bb0170) 2018; 92 Volk, Stengel, Schultmann (bb0005) 2014; 38 Dimitrov, Golparvar-Fard (bb0060) 2014; 28 Fang, Ding, Zhong, Love, Luo (bb0215) 2018; 37 Tang, Huber, Akinci, Lipman, Lytle (bb0070) 2010; 19 Adan, Prado, Prieto, Quintana (bb0150) 2017 Liu, Shirowzhan, Sepasgozar, Kaboli (bb0185) 2019; 9 Golparvar-Fard, Bohn, Teizer, Savarese, Peña-Mora (bb0080) 2011; 20 Dimitrov, Golparvar-Fard (bb0090) 2015; 51 Cheng, Leng, Wu, Cui, Lu (bb0270) 2014 Bosché, Guenet (bb0035) 2014; 44 Fokaides, Kalogirou (bb0300) 2011; 88 Balaras, Argiriou (bb0115) 2002; 34 Ham, Golparvar-Fard (bb0160) 2013; 27 Yang, Su, Lin (bb0125) 2018; 18 Adán, Quintana, Prieto, Bosché (bb0230) 2018; 37 Redmon, Divvala, Girshick, Farhadi (bb0315) 2016 Wang, Yan, Xiao (bb0025) 2012; 55 Martinez, Ahmad, Al-Hussein (bb0190) 2019; 97 Moulon, Monasse, Perrot, Marlet (bb0260) 2017 Furukawa, Ponce (bb0280) 2010; 32 Strecha, Von Hansen, Van Gool, Fua, Thoennessen (bb0085) 2008 Mičušík, Košecká (bb0245) 2010; 89 Furukawa (10.1016/j.autcon.2020.103231_bb0280) 2010; 32 Albatici (10.1016/j.autcon.2020.103231_bb0255) 2015; 141 Tang (10.1016/j.autcon.2020.103231_bb0070) 2010; 19 Valero (10.1016/j.autcon.2020.103231_bb0180) 2016; 30 Brilakis (10.1016/j.autcon.2020.103231_bb0030) 2010; 24 Wang (10.1016/j.autcon.2020.103231_bb0025) 2012; 55 Strecha (10.1016/j.autcon.2020.103231_bb0085) 2008 Rashidi (10.1016/j.autcon.2020.103231_bb0165) 2016; 20 Moulon (10.1016/j.autcon.2020.103231_bb0260) 2017 Cheng (10.1016/j.autcon.2020.103231_bb0270) 2014 Park (10.1016/j.autcon.2020.103231_bb0100) 2018; 32 Ham (10.1016/j.autcon.2020.103231_bb0160) 2013; 27 Redmon (10.1016/j.autcon.2020.103231_bb0315) 2016 Mahdavi (10.1016/j.autcon.2020.103231_bb0020) 2001; 36 Tang (10.1016/j.autcon.2020.103231_bb0105) 2019; 19 Balaras (10.1016/j.autcon.2020.103231_bb0115) 2002; 34 Hamledari (10.1016/j.autcon.2020.103231_bb0205) 2017; 74 Brackney (10.1016/j.autcon.2020.103231_bb0305) 2018 Kim (10.1016/j.autcon.2020.103231_bb0225) 2018; 32 Lagüela (10.1016/j.autcon.2020.103231_bb0145) 2012; 27 Mičušík (10.1016/j.autcon.2020.103231_bb0245) 2010; 89 Ribarić (10.1016/j.autcon.2020.103231_bb0120) 2009; 36 Mura (10.1016/j.autcon.2020.103231_bb0250) 2014; 44 Kropp (10.1016/j.autcon.2020.103231_bb0220) 2018; 86 Golparvar-Fard (10.1016/j.autcon.2020.103231_bb0080) 2011; 20 González-Aguilera (10.1016/j.autcon.2020.103231_bb0130) 2012; 54 Adan (10.1016/j.autcon.2020.103231_bb0150) 2017 Nardi (10.1016/j.autcon.2020.103231_bb0295) 2016; 122 Bosché (10.1016/j.autcon.2020.103231_bb0035) 2014; 44 Bosché (10.1016/j.autcon.2020.103231_bb0065) 2014; 28 Brilakis (10.1016/j.autcon.2020.103231_bb0110) 2011; 20 Martinez (10.1016/j.autcon.2020.103231_bb0190) 2019; 97 Merchán (10.1016/j.autcon.2020.103231_bb0135) 2012; 12 Moulon (10.1016/j.autcon.2020.103231_bb0275) 2013 Lu (10.1016/j.autcon.2020.103231_bb0170) 2018; 92 Valero (10.1016/j.autcon.2020.103231_bb0055) 2012; 12 Durrant-Whyte (10.1016/j.autcon.2020.103231_bb0325) 2006; 13 Lowe (10.1016/j.autcon.2020.103231_bb0265) 2004; 60 Dimitrov (10.1016/j.autcon.2020.103231_bb0090) 2015; 51 Hartley (10.1016/j.autcon.2020.103231_bb0075) 2003 Adán (10.1016/j.autcon.2020.103231_bb0230) 2018; 37 Nelder (10.1016/j.autcon.2020.103231_bb0290) 1965; 7 Akinci (10.1016/j.autcon.2020.103231_bb0050) 2006; 15 Bruno (10.1016/j.autcon.2020.103231_bb0195) 2018; 86 Rahimian (10.1016/j.autcon.2020.103231_bb0200) 2020; 110 Schramm (10.1016/j.autcon.2020.103231_bb0155) 2018 Costanzo (10.1016/j.autcon.2020.103231_bb0140) 2014; 15 Hensen (10.1016/j.autcon.2020.103231_bb0015) 2012 Liu (10.1016/j.autcon.2020.103231_bb0185) 2019; 9 Fang (10.1016/j.autcon.2020.103231_bb0215) 2018; 37 Xiong (10.1016/j.autcon.2020.103231_bb0040) 2013; 31 Richter (10.1016/j.autcon.2020.103231_bb0240) 2014; 45 Umeyama (10.1016/j.autcon.2020.103231_bb0285) 1991; 13 Fokaides (10.1016/j.autcon.2020.103231_bb0300) 2011; 88 Jung (10.1016/j.autcon.2020.103231_bb0010) 2014; 42 Yang (10.1016/j.autcon.2020.103231_bb0125) 2018; 18 Volk (10.1016/j.autcon.2020.103231_bb0005) 2014; 38 Wang (10.1016/j.autcon.2020.103231_bb0175) 2015; 56 Valero (10.1016/j.autcon.2020.103231_bb0210) 2018; 96 Dimitrov (10.1016/j.autcon.2020.103231_bb0060) 2014; 28 Mahdjoubi (10.1016/j.autcon.2020.103231_bb0045) 2013; 64 Fathi (10.1016/j.autcon.2020.103231_bb0235) 2015; 29 Lin (10.1016/j.autcon.2020.103231_bb0320) 2017 Kim (10.1016/j.autcon.2020.103231_bb0095) 2016; 71 Sayin (10.1016/j.autcon.2020.103231_bb0310) 2016; 152 |
| References_xml | – start-page: 1 year: 2018 end-page: 6 ident: bb0155 article-title: Data fusion for 3D thermal imaging using depth and stereo camera for robust self-localization publication-title: 2018 IEEE Sensors Applications Symposium, SAS 2018 - Proceedings – volume: 7 start-page: 308 year: 1965 end-page: 313 ident: bb0290 article-title: A simplex method for function minimization publication-title: Comput. J. – volume: 12 start-page: 16099 year: 2012 end-page: 16115 ident: bb0055 article-title: Automatic method for building indoor boundary models from dense point clouds collected by laser scanners publication-title: Sensors (Switzerland) – volume: 18 start-page: 2003 year: 2018 ident: bb0125 article-title: Fusion of infrared thermal image and visible image for 3D thermal model reconstruction using smartphone sensors publication-title: Sensors (Switzerland) – volume: 97 start-page: 151 year: 2019 end-page: 163 ident: bb0190 article-title: A vision-based system for pre-inspection of steel frame manufacturing publication-title: Autom. Constr. – volume: 141 start-page: 218 year: 2015 end-page: 228 ident: bb0255 article-title: A comprehensive experimental approach for the validation of quantitative infrared thermography in the evaluation of building thermal transmittance publication-title: Appl. Energy – start-page: 60 year: 2017 end-page: 74 ident: bb0260 article-title: OpenMVG: open multiple view geometry publication-title: Workshop on Reproducible Research in Pattern Recognition – volume: 89 start-page: 106 year: 2010 end-page: 119 ident: bb0245 article-title: Multi-view superpixel stereo in urban environments publication-title: Int. J. Comput. Vis. – volume: 20 start-page: 884 year: 2011 end-page: 895 ident: bb0110 article-title: Progressive 3D reconstruction of infrastructure with videogrammetry publication-title: Autom. Constr. – volume: 34 start-page: 171 year: 2002 end-page: 183 ident: bb0115 article-title: Infrared thermography for building diagnostics publication-title: Energy and Buildings – volume: 110 year: 2020 ident: bb0200 article-title: On-demand monitoring of construction projects through a game-like hybrid application of BIM and machine learning publication-title: Autom. Constr. – start-page: 1 year: 2012 end-page: 14 ident: bb0015 article-title: Building performance simulation for design and operation publication-title: Building Performance Simulation for Design and Operation – volume: 122 start-page: 211 year: 2016 end-page: 221 ident: bb0295 article-title: U-value assessment by infrared thermography: a comparison of different calculation methods in a Guarded Hot Box publication-title: Energy and Buildings – volume: 9 year: 2019 ident: bb0185 article-title: Evaluation of classical operators and fuzzy logic algorithms for edge detection of panels at exterior cladding of buildings publication-title: Buildings – volume: 37 start-page: 119 year: 2018 end-page: 138 ident: bb0230 article-title: Scan-to-BIM for ‘secondary’ building components publication-title: Adv. Eng. Inform. – start-page: 2999 year: 2017 end-page: 3007 ident: bb0320 article-title: Focal loss for dense object detection publication-title: Proceedings of the IEEE International Conference on Computer Vision – volume: 13 start-page: 376 year: 1991 end-page: 380 ident: bb0285 article-title: Least-squares estimation of transformation parameters between two point patterns publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 29 start-page: 149 year: 2015 end-page: 161 ident: bb0235 article-title: Automated as-built 3D reconstruction of civil infrastructure using computer vision: achievements, opportunities, and challenges publication-title: Adv. Eng. Inform. – start-page: 1 year: 2017 end-page: 3 ident: bb0150 article-title: Fusion of thermal imagery and LiDAR data for generating TBIM models publication-title: Proceedings of IEEE Sensors – volume: 51 start-page: 32 year: 2015 end-page: 45 ident: bb0090 article-title: Segmentation of building point cloud models including detailed architectural/structural features and MEP systems publication-title: Autom. Constr. – volume: 88 start-page: 4358 year: 2011 end-page: 4365 ident: bb0300 article-title: Application of infrared thermography for the determination of the overall heat transfer coefficient (U-Value) in building envelopes publication-title: Appl. Energy – volume: 92 start-page: 68 year: 2018 end-page: 87 ident: bb0170 article-title: Image-driven fuzzy-based system to construct as-is IFC BIM objects publication-title: Autom. Constr. – volume: 32 year: 2018 ident: bb0100 article-title: Bringing information to the field: automated photo registration and 4D BIM publication-title: J. Comput. Civ. Eng. – volume: 60 start-page: 91 year: 2004 end-page: 110 ident: bb0265 article-title: Distinctive image features from scale-invariant keypoints publication-title: Int. J. Comput. Vis. – volume: 15 start-page: 194 year: 2014 end-page: 213 ident: bb0140 article-title: Combined use of terrestrial laser scanning and IR Thermography applied to a historical building publication-title: Sensors (Switzerland) – volume: 20 start-page: 1143 year: 2011 end-page: 1155 ident: bb0080 article-title: Evaluation of image-based modeling and laser scanning accuracy for emerging automated performance monitoring techniques publication-title: Autom. Constr. – volume: 31 start-page: 325 year: 2013 end-page: 337 ident: bb0040 article-title: Automatic creation of semantically rich 3D building models from laser scanner data publication-title: Autom. Constr. – volume: 45 start-page: 114 year: 2014 end-page: 124 ident: bb0240 article-title: Concepts and techniques for integration, analysis and visualization of massive 3D point clouds publication-title: Comput. Environ. Urban. Syst. – volume: 32 start-page: 1362 year: 2010 end-page: 1376 ident: bb0280 article-title: Accurate, dense, and robust multiview stereopsis publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 71 start-page: 271 year: 2016 end-page: 282 ident: bb0095 article-title: Data-driven scene parsing method for recognizing construction site objects in the whole image publication-title: Autom. Constr. – volume: 37 start-page: 139 year: 2018 end-page: 149 ident: bb0215 article-title: Automated detection of workers and heavy equipment on construction sites: a convolutional neural network approach publication-title: Adv. Eng. Inform. – volume: 19 start-page: 829 year: 2010 end-page: 843 ident: bb0070 article-title: Automatic reconstruction of as-built building information models from laser-scanned point clouds: a review of related techniques publication-title: Autom. Constr. – volume: 86 start-page: 256 year: 2018 end-page: 276 ident: bb0195 article-title: Historic Building Information Modelling: performance assessment for diagnosis-aided information modelling and management publication-title: Autom. Constr. – year: 2003 ident: bb0075 article-title: Multiple View Geometry in Computer Vision – volume: 27 start-page: 395 year: 2013 end-page: 409 ident: bb0160 article-title: An automated vision-based method for rapid 3D energy performance modeling of existing buildings using thermal and digital imagery publication-title: Adv. Eng. Inform. – volume: 86 start-page: 11 year: 2018 end-page: 32 ident: bb0220 article-title: Interior construction state recognition with 4D BIM registered image sequences publication-title: Autom. Constr. – volume: 38 start-page: 109 year: 2014 end-page: 127 ident: bb0005 article-title: Building Information Modeling (BIM) for existing buildings - literature review and future needs publication-title: Autom. Constr. – volume: 42 start-page: 68 year: 2014 end-page: 77 ident: bb0010 article-title: Productive modeling for development of as-built BIM of existing indoor structures publication-title: Autom. Constr. – volume: 36 start-page: 3812 year: 2009 end-page: 3823 ident: bb0120 article-title: A knowledge-based system for the non-destructive diagnostics of façade isolation using the information fusion of visual and IR images publication-title: Expert Syst. Appl. – volume: 24 start-page: 456 year: 2010 end-page: 465 ident: bb0030 article-title: Toward automated generation of parametric BIMs based on hybrid video and laser scanning data publication-title: Adv. Eng. Inform. – start-page: 1 year: 2008 end-page: 8 ident: bb0085 article-title: On benchmarking camera calibration and multi-view stereo for high resolution imagery publication-title: 26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR – volume: 56 start-page: 1 year: 2015 end-page: 13 ident: bb0175 article-title: Automatic BIM component extraction from point clouds of existing buildings for sustainability applications publication-title: Autom. Constr. – start-page: 287 year: 2018 end-page: 314 ident: bb0305 article-title: The OpenStudio software development kit publication-title: Building Energy Modeling With OpenStudio – volume: 36 start-page: 789 year: 2001 end-page: 796 ident: bb0020 article-title: Simulation-based control of buildings systems operation publication-title: Build. Environ. – volume: 28 start-page: 37 year: 2014 end-page: 49 ident: bb0060 article-title: Vision-based material recognition for automated monitoring of construction progress and generating building information modeling from unordered site image collections publication-title: Adv. Eng. Inform. – volume: 28 year: 2014 ident: bb0065 article-title: Tracking the built status of MEP works: assessing the value of a Scan-vs-BIM system publication-title: J. Comput. Civ. Eng. – volume: 30 year: 2016 ident: bb0180 article-title: Semantic 3D reconstruction of furnished interiors using laser scanning and RFID technology publication-title: J. Comput. Civ. Eng. – volume: 152 start-page: 46 year: 2016 end-page: 54 ident: bb0310 article-title: Cephelerin Isi Yalitimlilik Durumlarinin Isil Görüntüleme İle Değerlendirilmesi (Evaluation of Thermal Insulation of Facades Using Infrared Imaging) publication-title: Yalitim, Is Dunyasi Yayincilik, Istanbul – volume: 12 start-page: 6893 year: 2012 end-page: 6919 ident: bb0135 article-title: Geometric and colour data fusion for outdoor 3D models publication-title: Sensors (Switzerland) – volume: 20 start-page: 1178 year: 2016 end-page: 1188 ident: bb0165 article-title: An analogy between various machine-learning techniques for detecting construction materials in digital images publication-title: KSCE J. Civ. Eng. – volume: 44 start-page: 212 year: 2014 end-page: 226 ident: bb0035 article-title: Automating surface flatness control using terrestrial laser scanning and building information models publication-title: Autom. Constr. – volume: 64 start-page: 1272 year: 2013 end-page: 1281 ident: bb0045 article-title: Providing real-estate services through the integration of 3D laser scanning and building information modelling publication-title: Comput. Ind. – volume: 96 start-page: 29 year: 2018 end-page: 39 ident: bb0210 article-title: Automatic segmentation of 3D point clouds of rubble masonry walls, and its application to building surveying, repair and maintenance publication-title: Autom. Constr. – volume: 27 start-page: 24 year: 2012 end-page: 31 ident: bb0145 article-title: Automation of thermographic 3D modelling through image fusion and image matching techniques publication-title: Autom. Constr. – volume: 19 start-page: 553 year: 2019 ident: bb0105 article-title: Fast and automatic reconstruction of semantically rich 3D indoor maps from low-quality RGB-D sequences publication-title: Sensors (Switzerland) – volume: 44 start-page: 20 year: 2014 end-page: 32 ident: bb0250 article-title: Automatic room detection and reconstruction in cluttered indoor environments with complex room layouts publication-title: Comput. Graph. – volume: 55 start-page: 873 year: 2012 end-page: 888 ident: bb0025 article-title: Quantitative energy performance assessment methods for existing buildings publication-title: Energy and Buildings – volume: 74 start-page: 78 year: 2017 end-page: 94 ident: bb0205 article-title: Automated computer vision-based detection of components of under-construction indoor partitions publication-title: Autom. Constr. – volume: 13 start-page: 99 year: 2006 end-page: 108 ident: bb0325 article-title: Simultaneous localization and mapping: part I publication-title: IEEE Robot. Autom. Mag. – volume: 54 start-page: 436 year: 2012 end-page: 443 ident: bb0130 article-title: Novel approach to 3D thermography and energy efficiency evaluation publication-title: Energy and Buildings – start-page: 1 year: 2014 end-page: 8 ident: bb0270 article-title: Fast and accurate image matching with cascade hashing for 3D reconstruction publication-title: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition – volume: 32 year: 2018 ident: bb0225 article-title: Detecting construction equipment using a region-based fully convolutional network and transfer learning publication-title: J. Comput. Civ. Eng. – volume: 15 start-page: 124 year: 2006 end-page: 138 ident: bb0050 article-title: A formalism for utilization of sensor systems and integrated project models for active construction quality control publication-title: Autom. Constr. – start-page: 779 year: 2016 end-page: 788 ident: bb0315 article-title: You only look once: Unified, real-time object detection publication-title: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition – start-page: 257 year: 2013 end-page: 270 ident: bb0275 article-title: Adaptive structure from motion with a contrario model estimation publication-title: Computer Vision – ACCV 2012. ACCV 2012. Lecture Notes in Computer Science – volume: 12 start-page: 6893 year: 2012 ident: 10.1016/j.autcon.2020.103231_bb0135 article-title: Geometric and colour data fusion for outdoor 3D models publication-title: Sensors (Switzerland) doi: 10.3390/s120606893 – volume: 30 year: 2016 ident: 10.1016/j.autcon.2020.103231_bb0180 article-title: Semantic 3D reconstruction of furnished interiors using laser scanning and RFID technology publication-title: J. Comput. Civ. Eng. doi: 10.1061/(ASCE)CP.1943-5487.0000525 – volume: 32 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0225 article-title: Detecting construction equipment using a region-based fully convolutional network and transfer learning publication-title: J. Comput. Civ. Eng. doi: 10.1061/(ASCE)CP.1943-5487.0000731 – volume: 36 start-page: 3812 year: 2009 ident: 10.1016/j.autcon.2020.103231_bb0120 article-title: A knowledge-based system for the non-destructive diagnostics of façade isolation using the information fusion of visual and IR images publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2008.02.043 – volume: 27 start-page: 395 year: 2013 ident: 10.1016/j.autcon.2020.103231_bb0160 article-title: An automated vision-based method for rapid 3D energy performance modeling of existing buildings using thermal and digital imagery publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2013.03.005 – volume: 110 year: 2020 ident: 10.1016/j.autcon.2020.103231_bb0200 article-title: On-demand monitoring of construction projects through a game-like hybrid application of BIM and machine learning publication-title: Autom. Constr. – start-page: 779 year: 2016 ident: 10.1016/j.autcon.2020.103231_bb0315 article-title: You only look once: Unified, real-time object detection – start-page: 1 year: 2008 ident: 10.1016/j.autcon.2020.103231_bb0085 article-title: On benchmarking camera calibration and multi-view stereo for high resolution imagery – volume: 37 start-page: 119 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0230 article-title: Scan-to-BIM for ‘secondary’ building components publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2018.05.001 – volume: 141 start-page: 218 year: 2015 ident: 10.1016/j.autcon.2020.103231_bb0255 article-title: A comprehensive experimental approach for the validation of quantitative infrared thermography in the evaluation of building thermal transmittance publication-title: Appl. Energy doi: 10.1016/j.apenergy.2014.12.035 – start-page: 1 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0270 article-title: Fast and accurate image matching with cascade hashing for 3D reconstruction – start-page: 257 year: 2013 ident: 10.1016/j.autcon.2020.103231_bb0275 article-title: Adaptive structure from motion with a contrario model estimation – volume: 89 start-page: 106 year: 2010 ident: 10.1016/j.autcon.2020.103231_bb0245 article-title: Multi-view superpixel stereo in urban environments publication-title: Int. J. Comput. Vis. doi: 10.1007/s11263-010-0327-9 – volume: 54 start-page: 436 year: 2012 ident: 10.1016/j.autcon.2020.103231_bb0130 article-title: Novel approach to 3D thermography and energy efficiency evaluation publication-title: Energy and Buildings doi: 10.1016/j.enbuild.2012.07.023 – volume: 152 start-page: 46 year: 2016 ident: 10.1016/j.autcon.2020.103231_bb0310 article-title: Cephelerin Isi Yalitimlilik Durumlarinin Isil Görüntüleme İle Değerlendirilmesi (Evaluation of Thermal Insulation of Facades Using Infrared Imaging) publication-title: Yalitim, Is Dunyasi Yayincilik, Istanbul – volume: 92 start-page: 68 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0170 article-title: Image-driven fuzzy-based system to construct as-is IFC BIM objects publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.03.034 – volume: 24 start-page: 456 year: 2010 ident: 10.1016/j.autcon.2020.103231_bb0030 article-title: Toward automated generation of parametric BIMs based on hybrid video and laser scanning data publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2010.06.006 – volume: 34 start-page: 171 year: 2002 ident: 10.1016/j.autcon.2020.103231_bb0115 article-title: Infrared thermography for building diagnostics publication-title: Energy and Buildings doi: 10.1016/S0378-7788(01)00105-0 – volume: 88 start-page: 4358 year: 2011 ident: 10.1016/j.autcon.2020.103231_bb0300 article-title: Application of infrared thermography for the determination of the overall heat transfer coefficient (U-Value) in building envelopes publication-title: Appl. Energy doi: 10.1016/j.apenergy.2011.05.014 – volume: 64 start-page: 1272 year: 2013 ident: 10.1016/j.autcon.2020.103231_bb0045 article-title: Providing real-estate services through the integration of 3D laser scanning and building information modelling publication-title: Comput. Ind. doi: 10.1016/j.compind.2013.09.003 – volume: 44 start-page: 20 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0250 article-title: Automatic room detection and reconstruction in cluttered indoor environments with complex room layouts publication-title: Comput. Graph. doi: 10.1016/j.cag.2014.07.005 – volume: 51 start-page: 32 year: 2015 ident: 10.1016/j.autcon.2020.103231_bb0090 article-title: Segmentation of building point cloud models including detailed architectural/structural features and MEP systems publication-title: Autom. Constr. doi: 10.1016/j.autcon.2014.12.015 – volume: 56 start-page: 1 year: 2015 ident: 10.1016/j.autcon.2020.103231_bb0175 article-title: Automatic BIM component extraction from point clouds of existing buildings for sustainability applications publication-title: Autom. Constr. doi: 10.1016/j.autcon.2015.04.001 – volume: 97 start-page: 151 year: 2019 ident: 10.1016/j.autcon.2020.103231_bb0190 article-title: A vision-based system for pre-inspection of steel frame manufacturing publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.10.021 – volume: 37 start-page: 139 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0215 article-title: Automated detection of workers and heavy equipment on construction sites: a convolutional neural network approach publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2018.05.003 – volume: 96 start-page: 29 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0210 article-title: Automatic segmentation of 3D point clouds of rubble masonry walls, and its application to building surveying, repair and maintenance publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.08.018 – volume: 29 start-page: 149 year: 2015 ident: 10.1016/j.autcon.2020.103231_bb0235 article-title: Automated as-built 3D reconstruction of civil infrastructure using computer vision: achievements, opportunities, and challenges publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2015.01.012 – volume: 86 start-page: 11 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0220 article-title: Interior construction state recognition with 4D BIM registered image sequences publication-title: Autom. Constr. doi: 10.1016/j.autcon.2017.10.027 – start-page: 60 year: 2017 ident: 10.1016/j.autcon.2020.103231_bb0260 article-title: OpenMVG: open multiple view geometry – volume: 38 start-page: 109 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0005 article-title: Building Information Modeling (BIM) for existing buildings - literature review and future needs publication-title: Autom. Constr. doi: 10.1016/j.autcon.2013.10.023 – volume: 28 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0065 article-title: Tracking the built status of MEP works: assessing the value of a Scan-vs-BIM system publication-title: J. Comput. Civ. Eng. – volume: 122 start-page: 211 year: 2016 ident: 10.1016/j.autcon.2020.103231_bb0295 article-title: U-value assessment by infrared thermography: a comparison of different calculation methods in a Guarded Hot Box publication-title: Energy and Buildings doi: 10.1016/j.enbuild.2016.04.017 – start-page: 1 year: 2012 ident: 10.1016/j.autcon.2020.103231_bb0015 article-title: Building performance simulation for design and operation – start-page: 1 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0155 article-title: Data fusion for 3D thermal imaging using depth and stereo camera for robust self-localization – start-page: 287 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0305 article-title: The OpenStudio software development kit – volume: 28 start-page: 37 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0060 article-title: Vision-based material recognition for automated monitoring of construction progress and generating building information modeling from unordered site image collections publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2013.11.002 – volume: 15 start-page: 194 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0140 article-title: Combined use of terrestrial laser scanning and IR Thermography applied to a historical building publication-title: Sensors (Switzerland) doi: 10.3390/s150100194 – volume: 45 start-page: 114 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0240 article-title: Concepts and techniques for integration, analysis and visualization of massive 3D point clouds publication-title: Comput. Environ. Urban. Syst. doi: 10.1016/j.compenvurbsys.2013.07.004 – volume: 19 start-page: 553 year: 2019 ident: 10.1016/j.autcon.2020.103231_bb0105 article-title: Fast and automatic reconstruction of semantically rich 3D indoor maps from low-quality RGB-D sequences publication-title: Sensors (Switzerland) doi: 10.3390/s19030533 – volume: 18 start-page: 2003 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0125 article-title: Fusion of infrared thermal image and visible image for 3D thermal model reconstruction using smartphone sensors publication-title: Sensors (Switzerland) doi: 10.3390/s18072003 – volume: 9 year: 2019 ident: 10.1016/j.autcon.2020.103231_bb0185 article-title: Evaluation of classical operators and fuzzy logic algorithms for edge detection of panels at exterior cladding of buildings publication-title: Buildings doi: 10.3390/buildings9020040 – start-page: 1 year: 2017 ident: 10.1016/j.autcon.2020.103231_bb0150 article-title: Fusion of thermal imagery and LiDAR data for generating TBIM models – volume: 42 start-page: 68 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0010 article-title: Productive modeling for development of as-built BIM of existing indoor structures publication-title: Autom. Constr. doi: 10.1016/j.autcon.2014.02.021 – volume: 13 start-page: 376 year: 1991 ident: 10.1016/j.autcon.2020.103231_bb0285 article-title: Least-squares estimation of transformation parameters between two point patterns publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.88573 – volume: 44 start-page: 212 year: 2014 ident: 10.1016/j.autcon.2020.103231_bb0035 article-title: Automating surface flatness control using terrestrial laser scanning and building information models publication-title: Autom. Constr. doi: 10.1016/j.autcon.2014.03.028 – volume: 74 start-page: 78 year: 2017 ident: 10.1016/j.autcon.2020.103231_bb0205 article-title: Automated computer vision-based detection of components of under-construction indoor partitions publication-title: Autom. Constr. doi: 10.1016/j.autcon.2016.11.009 – volume: 20 start-page: 1143 year: 2011 ident: 10.1016/j.autcon.2020.103231_bb0080 article-title: Evaluation of image-based modeling and laser scanning accuracy for emerging automated performance monitoring techniques publication-title: Autom. Constr. doi: 10.1016/j.autcon.2011.04.016 – volume: 71 start-page: 271 year: 2016 ident: 10.1016/j.autcon.2020.103231_bb0095 article-title: Data-driven scene parsing method for recognizing construction site objects in the whole image publication-title: Autom. Constr. doi: 10.1016/j.autcon.2016.08.018 – start-page: 2999 year: 2017 ident: 10.1016/j.autcon.2020.103231_bb0320 article-title: Focal loss for dense object detection – volume: 19 start-page: 829 year: 2010 ident: 10.1016/j.autcon.2020.103231_bb0070 article-title: Automatic reconstruction of as-built building information models from laser-scanned point clouds: a review of related techniques publication-title: Autom. Constr. doi: 10.1016/j.autcon.2010.06.007 – volume: 13 start-page: 99 year: 2006 ident: 10.1016/j.autcon.2020.103231_bb0325 article-title: Simultaneous localization and mapping: part I publication-title: IEEE Robot. Autom. Mag. doi: 10.1109/MRA.2006.1638022 – volume: 20 start-page: 1178 year: 2016 ident: 10.1016/j.autcon.2020.103231_bb0165 article-title: An analogy between various machine-learning techniques for detecting construction materials in digital images publication-title: KSCE J. Civ. Eng. doi: 10.1007/s12205-015-0726-0 – volume: 86 start-page: 256 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0195 article-title: Historic Building Information Modelling: performance assessment for diagnosis-aided information modelling and management publication-title: Autom. Constr. doi: 10.1016/j.autcon.2017.11.009 – volume: 20 start-page: 884 year: 2011 ident: 10.1016/j.autcon.2020.103231_bb0110 article-title: Progressive 3D reconstruction of infrastructure with videogrammetry publication-title: Autom. Constr. doi: 10.1016/j.autcon.2011.03.005 – volume: 7 start-page: 308 year: 1965 ident: 10.1016/j.autcon.2020.103231_bb0290 article-title: A simplex method for function minimization publication-title: Comput. J. doi: 10.1093/comjnl/7.4.308 – year: 2003 ident: 10.1016/j.autcon.2020.103231_bb0075 – volume: 60 start-page: 91 year: 2004 ident: 10.1016/j.autcon.2020.103231_bb0265 article-title: Distinctive image features from scale-invariant keypoints publication-title: Int. J. Comput. Vis. doi: 10.1023/B:VISI.0000029664.99615.94 – volume: 12 start-page: 16099 year: 2012 ident: 10.1016/j.autcon.2020.103231_bb0055 article-title: Automatic method for building indoor boundary models from dense point clouds collected by laser scanners publication-title: Sensors (Switzerland) doi: 10.3390/s121216099 – volume: 15 start-page: 124 year: 2006 ident: 10.1016/j.autcon.2020.103231_bb0050 article-title: A formalism for utilization of sensor systems and integrated project models for active construction quality control publication-title: Autom. Constr. doi: 10.1016/j.autcon.2005.01.008 – volume: 36 start-page: 789 year: 2001 ident: 10.1016/j.autcon.2020.103231_bb0020 article-title: Simulation-based control of buildings systems operation publication-title: Build. Environ. doi: 10.1016/S0360-1323(00)00065-2 – volume: 55 start-page: 873 year: 2012 ident: 10.1016/j.autcon.2020.103231_bb0025 article-title: Quantitative energy performance assessment methods for existing buildings publication-title: Energy and Buildings doi: 10.1016/j.enbuild.2012.08.037 – volume: 27 start-page: 24 year: 2012 ident: 10.1016/j.autcon.2020.103231_bb0145 article-title: Automation of thermographic 3D modelling through image fusion and image matching techniques publication-title: Autom. Constr. doi: 10.1016/j.autcon.2012.05.011 – volume: 32 year: 2018 ident: 10.1016/j.autcon.2020.103231_bb0100 article-title: Bringing information to the field: automated photo registration and 4D BIM publication-title: J. Comput. Civ. Eng. doi: 10.1061/(ASCE)CP.1943-5487.0000740 – volume: 32 start-page: 1362 year: 2010 ident: 10.1016/j.autcon.2020.103231_bb0280 article-title: Accurate, dense, and robust multiview stereopsis publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2009.161 – volume: 31 start-page: 325 year: 2013 ident: 10.1016/j.autcon.2020.103231_bb0040 article-title: Automatic creation of semantically rich 3D building models from laser scanner data publication-title: Autom. Constr. doi: 10.1016/j.autcon.2012.10.006 |
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| SubjectTerms | 3D modeling 3D reconstruction Building energy modeling Buildings Computer simulation Computer vision Construction External walls Ground truth Image quality Image reconstruction Infrared imaging Performance measurement Thermography Three dimensional models |
| Title | Image-based construction of building energy models using computer vision |
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