Classification of texture based on Bag-of-Visual-Words through complex networks

Highlights•A novel texture descriptor based on Bag-of-Visual-Words through Complex Networks.•The proposed methodology relies on relevant measures from the complex networks.•It provides better image description using different threshold and vocabulary sizes.•It achieved better results when compared w...

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Published inExpert systems with applications Vol. 133; pp. 215 - 224
Main Authors de Lima, Geovana V.L., Saito, Priscila T.M., Lopes, Fabricio M., Bugatti, Pedro H.
Format Journal Article
LanguageEnglish
Published New York Elsevier Ltd 01.11.2019
Elsevier BV
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Abstract Highlights•A novel texture descriptor based on Bag-of-Visual-Words through Complex Networks.•The proposed methodology relies on relevant measures from the complex networks.•It provides better image description using different threshold and vocabulary sizes.•It achieved better results when compared with state-of-the-art methods.•It was evaluated using different classifiers and datasets. Over the last years complex data (e.g. images) have been growing in a very fast pace. This demands the ability to describe and to categorize them. To solve this problem it is essential to develop efficient and effective vision-based expert techniques. Hence, the cornerstone of our work is to propose a new methodology, called BoVW-CN, that combines Bag-of-Visual-Words and complex networks for describing keypoints detected in a given image. Our insight is that describing just the relevant points of an image we can achieve a more cost-effective and better image description. The obtained results testify that BoVW-CN, applied to public image datasets, outperforms the widely used state-of-the-art methods. We not only obtained good accuracies (e.g. 78.18%), but also performed analyses to find the best trade-off between computational cost and accuracy. Besides, to the best of our knowledge, our work is the first one to propose such integration of Bag-of-Visual-Words and complex networks through a texture-based focus.
AbstractList Over the last years complex data (e.g. images) have been growing in a very fast pace. This demands the ability to describe and to categorize them. To solve this problem it is essential to develop efficient and effective vision-based expert techniques. Hence, the cornerstone of our work is to propose a new methodology, called BoVW-CN, that combines Bag-of-Visual-Words and complex networks for describing keypoints detected in a given image. Our insight is that describing just the relevant points of an image we can achieve a more cost-effective and better image description. The obtained results testify that BoVW-CN, applied to public image datasets, outperforms the widely used state-of-the-art methods. We not only obtained good accuracies (e.g. 78.18%), but also performed analyses to find the best trade-off between computational cost and accuracy. Besides, to the best of our knowledge, our work is the first one to propose such integration of Bag-of-Visual-Words and complex networks through a texture-based focus.
Highlights•A novel texture descriptor based on Bag-of-Visual-Words through Complex Networks.•The proposed methodology relies on relevant measures from the complex networks.•It provides better image description using different threshold and vocabulary sizes.•It achieved better results when compared with state-of-the-art methods.•It was evaluated using different classifiers and datasets. Over the last years complex data (e.g. images) have been growing in a very fast pace. This demands the ability to describe and to categorize them. To solve this problem it is essential to develop efficient and effective vision-based expert techniques. Hence, the cornerstone of our work is to propose a new methodology, called BoVW-CN, that combines Bag-of-Visual-Words and complex networks for describing keypoints detected in a given image. Our insight is that describing just the relevant points of an image we can achieve a more cost-effective and better image description. The obtained results testify that BoVW-CN, applied to public image datasets, outperforms the widely used state-of-the-art methods. We not only obtained good accuracies (e.g. 78.18%), but also performed analyses to find the best trade-off between computational cost and accuracy. Besides, to the best of our knowledge, our work is the first one to propose such integration of Bag-of-Visual-Words and complex networks through a texture-based focus.
Author Saito, Priscila T.M.
Bugatti, Pedro H.
Lopes, Fabricio M.
de Lima, Geovana V.L.
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Cites_doi 10.1016/j.physrep.2005.10.009
10.1109/TCSVT.2010.2041828
10.1016/j.ins.2012.07.003
10.1109/34.574796
10.1109/TPAMI.2002.1017623
10.1186/1752-0509-2-73
10.1016/j.patrec.2009.09.011
10.1002/ima.20191
10.1002/ima.20188
10.1162/neco.1992.4.6.888
10.1109/34.824819
10.1023/B:VISI.0000029664.99615.94
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References Afonso, Papa, Papa, Marana, Rocha (bib0001) 2012
Jain (bib0016) 2010; 31
Backes, Casanova, Bruno (bib0004) 2013; 219
Joachims (bib0018) 1998
Lima, Castilho, Bugatti, Saito, Lopes (bib0021) 2015
Li, Mei, Kweon, Hua (bib0020) 2011; 21
Scabini, Gonçalves, Castro (bib0031) 2015
Backes, Casanova, Bruno (bib0003) 2010
Lowe (bib0022) 2004; 60
Silva, Goldenstein, Tabbone, da S. Torres (bib0032) 2013
Van Der Malsburg (bib0035) 1986
Boccaletti, Latora, Moreno, Chavez, Hwang (bib0008) 2006; 424
Bahri, Zouaki (bib0005) 2013; 1
Mukherjee, Mukhopadhyay, Mitra (bib0023) 2014
Tirilly, Claveau, Gros (bib0034) 2008
Ojala, Pietikäinen, Mäenpää (bib0026) 2002; 24
Jain, Duin, Mao (bib0017) 2000; 22
Bay, Tuytelaars, Van Gool (bib0006) 2006
Chasanis, Kalogeratos, Likas (bib0011) 2009
Chatfield, Lempitsky, Vedaldi, Zisserman (bib0012) 2011
Perronnin, Dance, Csurka, Bressan (bib0028) 2006
Theodoridis, Koutroumbas (bib0033) 2009
Newman (bib0024) 2003; 45
Papa, Falcão, Suzuki (bib0027) 2009; 19
Brodatz (bib0010) 1966
Rocha, Cappabianco, Falcão (bib0030) 2009; 19
Ojala, Mäenpää, Pietikäinen, Viertola, Kyllonen, Huovinen (bib0025) 2002; 1
Couto, Ribeiro, Backes, Barcelos (bib0013) 2015
Konagurthu, Lesk (bib0019) 2008; 2
Bhattacharya, Gavrilova (bib0007) 2013
Duda, Hart, Stork (bib0015) 2001
Piotto, Lopes (bib0029) 2016
Azencott, Wang, Younes (bib0002) 1997; 19
Bottou, Vapnik (bib0009) 1992; 4
Csurka, Dance, Fan, Willamowski, Bray (bib0014) 2004; Vol. 1
Silva (10.1016/j.eswa.2019.05.021_bib0032) 2013
Jain (10.1016/j.eswa.2019.05.021_bib0017) 2000; 22
Konagurthu (10.1016/j.eswa.2019.05.021_bib0019) 2008; 2
Rocha (10.1016/j.eswa.2019.05.021_bib0030) 2009; 19
Chasanis (10.1016/j.eswa.2019.05.021_bib0011) 2009
Piotto (10.1016/j.eswa.2019.05.021_bib0029) 2016
Joachims (10.1016/j.eswa.2019.05.021_bib0018) 1998
Theodoridis (10.1016/j.eswa.2019.05.021_bib0033) 2009
Newman (10.1016/j.eswa.2019.05.021_bib0024) 2003; 45
Backes (10.1016/j.eswa.2019.05.021_bib0004) 2013; 219
Bhattacharya (10.1016/j.eswa.2019.05.021_bib0007) 2013
Lowe (10.1016/j.eswa.2019.05.021_bib0022) 2004; 60
Tirilly (10.1016/j.eswa.2019.05.021_bib0034) 2008
Azencott (10.1016/j.eswa.2019.05.021_bib0002) 1997; 19
Couto (10.1016/j.eswa.2019.05.021_bib0013) 2015
Perronnin (10.1016/j.eswa.2019.05.021_bib0028) 2006
Boccaletti (10.1016/j.eswa.2019.05.021_bib0008) 2006; 424
Van Der Malsburg (10.1016/j.eswa.2019.05.021_bib0035) 1986
Brodatz (10.1016/j.eswa.2019.05.021_bib0010) 1966
Bahri (10.1016/j.eswa.2019.05.021_bib0005) 2013; 1
Mukherjee (10.1016/j.eswa.2019.05.021_bib0023) 2014
Ojala (10.1016/j.eswa.2019.05.021_bib0026) 2002; 24
Bottou (10.1016/j.eswa.2019.05.021_bib0009) 1992; 4
Duda (10.1016/j.eswa.2019.05.021_bib0015) 2001
Backes (10.1016/j.eswa.2019.05.021_bib0003) 2010
Papa (10.1016/j.eswa.2019.05.021_bib0027) 2009; 19
Scabini (10.1016/j.eswa.2019.05.021_bib0031) 2015
Bay (10.1016/j.eswa.2019.05.021_bib0006) 2006
Lima (10.1016/j.eswa.2019.05.021_bib0021) 2015
Csurka (10.1016/j.eswa.2019.05.021_bib0014) 2004; Vol. 1
Chatfield (10.1016/j.eswa.2019.05.021_bib0012) 2011
Afonso (10.1016/j.eswa.2019.05.021_bib0001) 2012
Li (10.1016/j.eswa.2019.05.021_bib0020) 2011; 21
Ojala (10.1016/j.eswa.2019.05.021_bib0025) 2002; 1
Jain (10.1016/j.eswa.2019.05.021_bib0016) 2010; 31
References_xml – volume: 19
  start-page: 120
  year: 2009
  end-page: 131
  ident: bib0027
  article-title: Supervised pattern classification based on optimum-path forest
  publication-title: International Journal of Imaging Systems and Technology
  contributor:
    fullname: Suzuki
– start-page: 404
  year: 2006
  end-page: 417
  ident: bib0006
  article-title: Surf: Speeded up robust features
  publication-title: Proceedings of the European conference on computer vision
  contributor:
    fullname: Van Gool
– start-page: 137
  year: 1998
  end-page: 142
  ident: bib0018
  article-title: Text categorization with suport vector machines: Learning with many relevant features
  publication-title: Proceedings of the European conference on machine learning
  contributor:
    fullname: Joachims
– volume: 4
  start-page: 888
  year: 1992
  end-page: 900
  ident: bib0009
  article-title: Local learning algorithms
  publication-title: Neural Computing
  contributor:
    fullname: Vapnik
– start-page: 215
  year: 2001
  end-page: 281
  ident: bib0015
  article-title: Chapter 5 - Linear discriminant functions
  publication-title: Pattern classification
  contributor:
    fullname: Stork
– start-page: 4416
  year: 2015
  end-page: 4420
  ident: bib0013
  article-title: Texture characterization via improved deterministic walks on image-generated complex network
  publication-title: Proceedings of the IEEE international conference on image processing
  contributor:
    fullname: Barcelos
– start-page: 243
  year: 2013
  end-page: 263
  ident: bib0007
  article-title: A survey of landmark recognition using the bag-of-words framework
  publication-title: Intelligent computer graphics
  contributor:
    fullname: Gavrilova
– volume: Vol. 1
  start-page: 1
  year: 2004
  end-page: 2
  ident: bib0014
  article-title: Visual categorization with bags of keypoints
  publication-title: Proceedings of the ECCV workshop on statistical learning in computer vision
  contributor:
    fullname: Bray
– volume: 19
  start-page: 148
  year: 1997
  end-page: 153
  ident: bib0002
  article-title: Texture classification using windowed fourier filters
  publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  contributor:
    fullname: Younes
– volume: 1
  start-page: 11
  year: 2013
  end-page: 22
  ident: bib0005
  article-title: A surf-color moments for images retrieval based on bag-of-features
  publication-title: European Journal of Computer Science and Information Technology
  contributor:
    fullname: Zouaki
– start-page: 76.1
  year: 2011
  end-page: 76.12
  ident: bib0012
  article-title: The devil is in the details: an evaluation of recent feature encoding methods
  publication-title: Proceedings of the british machine vision conference
  contributor:
    fullname: Zisserman
– start-page: 322
  year: 2015
  end-page: 330
  ident: bib0021
  article-title: A complex network-based approach to the analysis and classification of images
  publication-title: Proceedings of the Iberoamerican congress on pattern recognition: Progress in pattern recognition, image analysis, computer vision, and applications
  contributor:
    fullname: Lopes
– volume: 31
  start-page: 651
  year: 2010
  end-page: 666
  ident: bib0016
  article-title: Data clustering: 50 years beyond k-means
  publication-title: Pattern Recognition Letters
  contributor:
    fullname: Jain
– volume: 60
  start-page: 91
  year: 2004
  end-page: 110
  ident: bib0022
  article-title: Distinctive image features from scale-invariant keypoints
  publication-title: International Journal of Computer Vision
  contributor:
    fullname: Lowe
– start-page: 99
  year: 2014
  end-page: 104
  ident: bib0023
  article-title: A survey on image retrieval performance of different bag of visual words indexing techniques
  publication-title: Proceedgins of the IEEE students’ technology symposium
  contributor:
    fullname: Mitra
– start-page: 249
  year: 2008
  end-page: 258
  ident: bib0034
  article-title: Language modeling for bag-of-visual words image categorization
  publication-title: Proceedings of the international conference on content-based image and video retrieval
  contributor:
    fullname: Gros
– start-page: 354
  year: 2010
  end-page: 361
  ident: bib0003
  article-title: A complex network-based approach for texture analysis
  publication-title: Proceedings of the Iberoamerican congress on pattern recognition: Progress in pattern recognition, image analysis, computer vision, and applications
  contributor:
    fullname: Bruno
– year: 1966
  ident: bib0010
  article-title: Textures: A photographic album for artists and designers
  contributor:
    fullname: Brodatz
– start-page: 245
  year: 1986
  end-page: 248
  ident: bib0035
  article-title: Frank rosenblatt: Principles of neurodynamics: Perceptrons and the theory of brain mechanisms
  publication-title: Proceedings of the trieste meeting on brain theory
  contributor:
    fullname: Van Der Malsburg
– start-page: 464
  year: 2006
  end-page: 475
  ident: bib0028
  article-title: Adapted vocabularies for generic visual categorization
  publication-title: Proceedings of the European conference on computer vision
  contributor:
    fullname: Bressan
– volume: 424
  start-page: 175
  year: 2006
  end-page: 308
  ident: bib0008
  article-title: Complex networks: Structure and dynamics
  publication-title: Physics Reports
  contributor:
    fullname: Hwang
– volume: 21
  start-page: 381
  year: 2011
  end-page: 392
  ident: bib0020
  article-title: Contextual bag-of-words for visual categorization
  publication-title: IEEE Transactions on Circuits and Systems for Video Technology
  contributor:
    fullname: Hua
– start-page: 275
  year: 2016
  end-page: 279
  ident: bib0029
  article-title: Combining surf descriptor and complex networks for face recognition
  publication-title: Proceedings of the international congress on image and signal processing, biomedical engineering and informatics
  contributor:
    fullname: Lopes
– volume: 2
  start-page: 1
  year: 2008
  end-page: 8
  ident: bib0019
  article-title: On the origin of distribution patterns of motifs in biological networks
  publication-title: BMC Systems Biology
  contributor:
    fullname: Lesk
– volume: 24
  start-page: 971
  year: 2002
  end-page: 987
  ident: bib0026
  article-title: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
  publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  contributor:
    fullname: Mäenpää
– start-page: 4312
  year: 2013
  end-page: 4316
  ident: bib0032
  article-title: Image classification based on bag of visual graphs
  publication-title: Proceedings of the IEEE international conference on image processing
  contributor:
    fullname: da S. Torres
– start-page: 1897
  year: 2012
  end-page: 1900
  ident: bib0001
  article-title: Automatic visual dictionary generation through optimum-path forest clustering
  publication-title: Proceedings of the IEEE international conference on image processing
  contributor:
    fullname: Rocha
– volume: 22
  start-page: 4
  year: 2000
  end-page: 37
  ident: bib0017
  article-title: Statistical pattern recognition: A review
  publication-title: IEEE Transactions Pattern Analysis and Machine Intelligence
  contributor:
    fullname: Mao
– volume: 45
  start-page: 167
  year: 2003
  end-page: 256
  ident: bib0024
  article-title: The structure and function of complex networks
  publication-title: Society for Industrial and Applied Mathematics Review
  contributor:
    fullname: Newman
– start-page: 35:1
  year: 2009
  end-page: 35:7
  ident: bib0011
  article-title: Movie segmentation into scenes and chapters using locally weighted bag of visual words
  publication-title: Proceedings of the ACM international conference on image and video retrieval
  contributor:
    fullname: Likas
– start-page: 485
  year: 2015
  end-page: 492
  ident: bib0031
  article-title: Texture analysis by bag-of-visual-words of complex networks
  publication-title: Proceedings of the Iberoamerican congress on pattern recognition: Progress in pattern recognition, image analysis, computer vision, and applications
  contributor:
    fullname: Castro
– volume: 19
  start-page: 50
  year: 2009
  end-page: 68
  ident: bib0030
  article-title: Data clustering as an optimum-path forest problem with applications in image analysis
  publication-title: International Journal of Imaging Systems and Technology
  contributor:
    fullname: Falcão
– start-page: 151
  year: 2009
  end-page: 260
  ident: bib0033
  article-title: Chapter 4 - Nonlinear classifiers
  publication-title: Pattern recognition
  contributor:
    fullname: Koutroumbas
– volume: 1
  start-page: 701
  year: 2002
  end-page: 706
  ident: bib0025
  article-title: Outex - New framework for empirical evaluation of texture analysis algorithms
  publication-title: Proceedings of the international conference on pattern recognition
  contributor:
    fullname: Huovinen
– volume: 219
  start-page: 168
  year: 2013
  end-page: 180
  ident: bib0004
  article-title: Texture analysis and classification: A complex network-based approach
  publication-title: Information Sciences
  contributor:
    fullname: Bruno
– volume: 424
  start-page: 175
  issue: 424
  year: 2006
  ident: 10.1016/j.eswa.2019.05.021_bib0008
  article-title: Complex networks: Structure and dynamics
  publication-title: Physics Reports
  doi: 10.1016/j.physrep.2005.10.009
  contributor:
    fullname: Boccaletti
– start-page: 464
  year: 2006
  ident: 10.1016/j.eswa.2019.05.021_bib0028
  article-title: Adapted vocabularies for generic visual categorization
  contributor:
    fullname: Perronnin
– start-page: 4312
  year: 2013
  ident: 10.1016/j.eswa.2019.05.021_bib0032
  article-title: Image classification based on bag of visual graphs
  contributor:
    fullname: Silva
– start-page: 404
  year: 2006
  ident: 10.1016/j.eswa.2019.05.021_bib0006
  article-title: Surf: Speeded up robust features
  contributor:
    fullname: Bay
– volume: 21
  start-page: 381
  issue: 4
  year: 2011
  ident: 10.1016/j.eswa.2019.05.021_bib0020
  article-title: Contextual bag-of-words for visual categorization
  publication-title: IEEE Transactions on Circuits and Systems for Video Technology
  doi: 10.1109/TCSVT.2010.2041828
  contributor:
    fullname: Li
– volume: 219
  start-page: 168
  year: 2013
  ident: 10.1016/j.eswa.2019.05.021_bib0004
  article-title: Texture analysis and classification: A complex network-based approach
  publication-title: Information Sciences
  doi: 10.1016/j.ins.2012.07.003
  contributor:
    fullname: Backes
– volume: 19
  start-page: 148
  issue: 2
  year: 1997
  ident: 10.1016/j.eswa.2019.05.021_bib0002
  article-title: Texture classification using windowed fourier filters
  publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  doi: 10.1109/34.574796
  contributor:
    fullname: Azencott
– volume: 24
  start-page: 971
  issue: 7
  year: 2002
  ident: 10.1016/j.eswa.2019.05.021_bib0026
  article-title: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
  publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  doi: 10.1109/TPAMI.2002.1017623
  contributor:
    fullname: Ojala
– start-page: 354
  year: 2010
  ident: 10.1016/j.eswa.2019.05.021_bib0003
  article-title: A complex network-based approach for texture analysis
  contributor:
    fullname: Backes
– start-page: 249
  year: 2008
  ident: 10.1016/j.eswa.2019.05.021_bib0034
  article-title: Language modeling for bag-of-visual words image categorization
  contributor:
    fullname: Tirilly
– start-page: 137
  year: 1998
  ident: 10.1016/j.eswa.2019.05.021_bib0018
  article-title: Text categorization with suport vector machines: Learning with many relevant features
  contributor:
    fullname: Joachims
– start-page: 275
  year: 2016
  ident: 10.1016/j.eswa.2019.05.021_bib0029
  article-title: Combining surf descriptor and complex networks for face recognition
  contributor:
    fullname: Piotto
– start-page: 4416
  year: 2015
  ident: 10.1016/j.eswa.2019.05.021_bib0013
  article-title: Texture characterization via improved deterministic walks on image-generated complex network
  contributor:
    fullname: Couto
– start-page: 99
  year: 2014
  ident: 10.1016/j.eswa.2019.05.021_bib0023
  article-title: A survey on image retrieval performance of different bag of visual words indexing techniques
  contributor:
    fullname: Mukherjee
– start-page: 215
  year: 2001
  ident: 10.1016/j.eswa.2019.05.021_bib0015
  article-title: Chapter 5 - Linear discriminant functions
  contributor:
    fullname: Duda
– volume: 2
  start-page: 1
  issue: 1
  year: 2008
  ident: 10.1016/j.eswa.2019.05.021_bib0019
  article-title: On the origin of distribution patterns of motifs in biological networks
  publication-title: BMC Systems Biology
  doi: 10.1186/1752-0509-2-73
  contributor:
    fullname: Konagurthu
– volume: 31
  start-page: 651
  issue: 8
  year: 2010
  ident: 10.1016/j.eswa.2019.05.021_bib0016
  article-title: Data clustering: 50 years beyond k-means
  publication-title: Pattern Recognition Letters
  doi: 10.1016/j.patrec.2009.09.011
  contributor:
    fullname: Jain
– volume: 19
  start-page: 50
  issue: 2
  year: 2009
  ident: 10.1016/j.eswa.2019.05.021_bib0030
  article-title: Data clustering as an optimum-path forest problem with applications in image analysis
  publication-title: International Journal of Imaging Systems and Technology
  doi: 10.1002/ima.20191
  contributor:
    fullname: Rocha
– start-page: 35:1
  year: 2009
  ident: 10.1016/j.eswa.2019.05.021_bib0011
  article-title: Movie segmentation into scenes and chapters using locally weighted bag of visual words
  contributor:
    fullname: Chasanis
– volume: 19
  start-page: 120
  year: 2009
  ident: 10.1016/j.eswa.2019.05.021_bib0027
  article-title: Supervised pattern classification based on optimum-path forest
  publication-title: International Journal of Imaging Systems and Technology
  doi: 10.1002/ima.20188
  contributor:
    fullname: Papa
– start-page: 245
  year: 1986
  ident: 10.1016/j.eswa.2019.05.021_bib0035
  article-title: Frank rosenblatt: Principles of neurodynamics: Perceptrons and the theory of brain mechanisms
  contributor:
    fullname: Van Der Malsburg
– volume: 45
  start-page: 167
  year: 2003
  ident: 10.1016/j.eswa.2019.05.021_bib0024
  article-title: The structure and function of complex networks
  publication-title: Society for Industrial and Applied Mathematics Review
  contributor:
    fullname: Newman
– volume: 4
  start-page: 888
  issue: 6
  year: 1992
  ident: 10.1016/j.eswa.2019.05.021_bib0009
  article-title: Local learning algorithms
  publication-title: Neural Computing
  doi: 10.1162/neco.1992.4.6.888
  contributor:
    fullname: Bottou
– volume: 22
  start-page: 4
  issue: 1
  year: 2000
  ident: 10.1016/j.eswa.2019.05.021_bib0017
  article-title: Statistical pattern recognition: A review
  publication-title: IEEE Transactions Pattern Analysis and Machine Intelligence
  doi: 10.1109/34.824819
  contributor:
    fullname: Jain
– start-page: 1897
  year: 2012
  ident: 10.1016/j.eswa.2019.05.021_bib0001
  article-title: Automatic visual dictionary generation through optimum-path forest clustering
  contributor:
    fullname: Afonso
– year: 1966
  ident: 10.1016/j.eswa.2019.05.021_bib0010
  contributor:
    fullname: Brodatz
– volume: 1
  start-page: 11
  issue: 1
  year: 2013
  ident: 10.1016/j.eswa.2019.05.021_bib0005
  article-title: A surf-color moments for images retrieval based on bag-of-features
  publication-title: European Journal of Computer Science and Information Technology
  contributor:
    fullname: Bahri
– start-page: 485
  year: 2015
  ident: 10.1016/j.eswa.2019.05.021_bib0031
  article-title: Texture analysis by bag-of-visual-words of complex networks
  contributor:
    fullname: Scabini
– volume: Vol. 1
  start-page: 1
  year: 2004
  ident: 10.1016/j.eswa.2019.05.021_bib0014
  article-title: Visual categorization with bags of keypoints
  contributor:
    fullname: Csurka
– start-page: 322
  year: 2015
  ident: 10.1016/j.eswa.2019.05.021_bib0021
  article-title: A complex network-based approach to the analysis and classification of images
  contributor:
    fullname: Lima
– start-page: 151
  year: 2009
  ident: 10.1016/j.eswa.2019.05.021_bib0033
  article-title: Chapter 4 - Nonlinear classifiers
  contributor:
    fullname: Theodoridis
– volume: 60
  start-page: 91
  issue: 2
  year: 2004
  ident: 10.1016/j.eswa.2019.05.021_bib0022
  article-title: Distinctive image features from scale-invariant keypoints
  publication-title: International Journal of Computer Vision
  doi: 10.1023/B:VISI.0000029664.99615.94
  contributor:
    fullname: Lowe
– volume: 1
  start-page: 701
  year: 2002
  ident: 10.1016/j.eswa.2019.05.021_bib0025
  article-title: Outex - New framework for empirical evaluation of texture analysis algorithms
  contributor:
    fullname: Ojala
– start-page: 243
  year: 2013
  ident: 10.1016/j.eswa.2019.05.021_bib0007
  article-title: A survey of landmark recognition using the bag-of-words framework
  contributor:
    fullname: Bhattacharya
– start-page: 76.1
  year: 2011
  ident: 10.1016/j.eswa.2019.05.021_bib0012
  article-title: The devil is in the details: an evaluation of recent feature encoding methods
  contributor:
    fullname: Chatfield
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Snippet Highlights•A novel texture descriptor based on Bag-of-Visual-Words through Complex Networks.•The proposed methodology relies on relevant measures from the...
Over the last years complex data (e.g. images) have been growing in a very fast pace. This demands the ability to describe and to categorize them. To solve...
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SubjectTerms Bag-of-visual words
Classification
Complex networks
Computing costs
Cost analysis
Image detection
Networks
Texture
Title Classification of texture based on Bag-of-Visual-Words through complex networks
URI https://dx.doi.org/10.1016/j.eswa.2019.05.021
https://www.proquest.com/docview/2375480797
Volume 133
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