메뉴 건너뛰기




Volumn 31, Issue 11, 2009, Pages 2032-2047

A statistical approach to material classification using image patch exemplars

Author keywords

3D textures; Filter banks; Image patches; Material classification; Textons

Indexed keywords

3D TEXTURES; CLASSIFICATION PERFORMANCE; COLUMBIA; DATA SETS; GLOBAL STRUCTURE; IMAGE PATCHES; INTENSITY VALUES; JOINT DISTRIBUTIONS; MARKOV RANDOM FIELDS; MATERIAL CLASSIFICATION; MICROSOFT; RECENT STATE; SAN FRANCISCO; SINGLE IMAGES; SOURCE IMAGES; STATISTICAL APPROACH; TEXTONS; TRAINING IMAGE;

EID: 70349850950     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2008.182     Document Type: Article
Times cited : (591)

References (58)
  • 1
    • 70349879837 scopus 로고    scopus 로고
    • http://www.robots.ox.ac.uk/~vgg/research/texclass/data/curet col.zip, 2008.
    • (2008)
  • 2
    • 70349885249 scopus 로고    scopus 로고
    • http://www.robots.ox.ac.uk/~vgg/research/texclass/filters.html, 2008.
    • (2008)
  • 3
    • 0023917374 scopus 로고
    • Early Vision and Texture Perception
    • May
    • J.R. Bergen and E.H. Adelson, "Early Vision and Texture Perception," Nature, vol. 333, pp. 363-364, May 1988.
    • (1988) Nature , vol.333 , pp. 363-364
    • Bergen, J.R.1    Adelson, E.H.2
  • 8
    • 31844442219 scopus 로고    scopus 로고
    • Geometric Methods for Feature Extraction and Dimensionality Reduction
    • O. Maimon and L. Rokach, eds, pp, Springer
    • C.J.C. Burges, "Geometric Methods for Feature Extraction and Dimensionality Reduction," Data Mining and Knowledge Discovery Handbook, O. Maimon and L. Rokach, eds., pp. 59-92, Springer, 2005.
    • (2005) Data Mining and Knowledge Discovery Handbook , pp. 59-92
    • Burges, C.J.C.1
  • 11
    • 5044227712 scopus 로고    scopus 로고
    • 3D Texture Recognition Using Bidirectional Feature Histograms
    • Aug
    • O.G. Cula and K.J. Dana, "3D Texture Recognition Using Bidirectional Feature Histograms," Int'l J. Computer Vision, vol. 59, no. 1, pp. 33-60, Aug. 2004.
    • (2004) Int'l J. Computer Vision , vol.59 , Issue.1 , pp. 33-60
    • Cula, O.G.1    Dana, K.J.2
  • 13
    • 0031269184 scopus 로고    scopus 로고
    • On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
    • Nov
    • P. Domingos and M.J. Pazzani, "On the Optimality of the Simple Bayesian Classifier under Zero-One Loss," Machine Learning, vol. 29, nos. 2/3, pp. 103-130, Nov. 1997.
    • (1997) Machine Learning , vol.29 , Issue.2-3 , pp. 103-130
    • Domingos, P.1    Pazzani, M.J.2
  • 15
    • 0033285309 scopus 로고    scopus 로고
    • Texture Synthesis by Non-Parametric Sampling
    • Sept
    • A. Efros and T. Leung, "Texture Synthesis by Non-Parametric Sampling," Proc. Seventh Int'l Conf. Computer Vision, vol. 2, pp. 1039-1046, Sept. 1999.
    • (1999) Proc. Seventh Int'l Conf. Computer Vision , vol.2 , pp. 1039-1046
    • Efros, A.1    Leung, T.2
  • 16
    • 0041941135 scopus 로고    scopus 로고
    • Learning Affinity Functions for Image Segmentation: Combining Patch-Based and GradientBased Approaches
    • June
    • C. Fowlkes, D. Martin, and J. Malik, "Learning Affinity Functions for Image Segmentation: Combining Patch-Based and GradientBased Approaches," Proc. IEEE Conf. Computer Vision and Pattern Recognition, vol. 2, pp. 54-61, June 2003.
    • (2003) Proc. IEEE Conf. Computer Vision and Pattern Recognition , vol.2 , pp. 54-61
    • Fowlkes, C.1    Martin, D.2    Malik, J.3
  • 17
    • 0004121754 scopus 로고
    • Computational Models for Texture Analysis and Texture Synthesis,
    • PhD thesis, Univ. of Southern California
    • D.D. Garber, "Computational Models for Texture Analysis and Texture Synthesis," PhD thesis, Univ. of Southern California, 1981.
    • (1981)
    • Garber, D.D.1
  • 18
    • 0021518209 scopus 로고
    • Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
    • Nov
    • S. Geman and D. Geman, "Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 6, no. 6, pp. 721-741, Nov. 1984.
    • (1984) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.6 , Issue.6 , pp. 721-741
    • Geman, S.1    Geman, D.2
  • 19
    • 0345414073 scopus 로고    scopus 로고
    • Mean Shift Based Clustering in High Dimensions: A Texture Classification Example
    • Oct
    • B. Georgescu, I. Shimshoni, and P. Meer, "Mean Shift Based Clustering in High Dimensions: A Texture Classification Example," Proc. Ninth Int'l Conf. Computer Vision, vol. 1, pp. 456-463, Oct. 2003.
    • (2003) Proc. Ninth Int'l Conf. Computer Vision , vol.1 , pp. 456-463
    • Georgescu, B.1    Shimshoni, I.2    Meer, P.3
  • 21
    • 33745561205 scopus 로고    scopus 로고
    • An Introduction to Variable and Feature Selection
    • I. Guyon and A. Elisseeff, "An Introduction to Variable and Feature Selection," J. Machine Learning Research, vol. 3, pp. 1157-1182, 2003.
    • (2003) J. Machine Learning Research , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 22
    • 0029753374 scopus 로고
    • Rotation-Invariant Texture Classification Using Modified Gabor Filters
    • Oct
    • G.M. Haley and B.S. Manjunath, "Rotation-Invariant Texture Classification Using Modified Gabor Filters," Proc. Second IEEE Int'l Conf. Image Processing, vol. 1, pp. 262-265, Oct. 1995.
    • (1995) Proc. Second IEEE Int'l Conf. Image Processing , vol.1 , pp. 262-265
    • Haley, G.M.1    Manjunath, B.S.2
  • 26
    • 0019522390 scopus 로고
    • Textons, the Elements of Texture Perception, and Their Interactions
    • B. Julesz, "Textons, the Elements of Texture Perception, and Their Interactions," Nature, vol. 290, pp. 91-97, 1981.
    • (1981) Nature , vol.290 , pp. 91-97
    • Julesz, B.1
  • 27
    • 0015711168 scopus 로고
    • Inability of Humans to Discriminate between Visual Textures that Agree in Second-Order Statistics - Revisited
    • B. Julesz, E.N. Gilbert, L.A. Shepp, and H.L. Frisch, "Inability of Humans to Discriminate between Visual Textures that Agree in Second-Order Statistics - Revisited," Perception, vol. 2, no. 4, pp. 391-405, 1973.
    • (1973) Perception , vol.2 , Issue.4 , pp. 391-405
    • Julesz, B.1    Gilbert, E.N.2    Shepp, L.A.3    Frisch, H.L.4
  • 28
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for Feature Subset Selection
    • R. Kohavi and G.H. John, "Wrappers for Feature Subset Selection," Artificial Intelligence, vol. 97, nos. 1/2, pp. 273-324, 1997.
    • (1997) Artificial Intelligence , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 29
    • 0033719240 scopus 로고    scopus 로고
    • Statistical Cues for Domain Specific Image Segmentation with Performance Analysis
    • June
    • S. Konishi and A.L. Yuille, "Statistical Cues for Domain Specific Image Segmentation with Performance Analysis," Proc. IEEE Conf. Computer Vision and Pattern Recognition, vol. 1, pp. 125-132, June 2000.
    • (2000) Proc. IEEE Conf. Computer Vision and Pattern Recognition , vol.1 , pp. 125-132
    • Konishi, S.1    Yuille, A.L.2
  • 31
    • 0035358496 scopus 로고    scopus 로고
    • Representing and Recognizing the Visual Appearance of Materials Using Three-Dimensional Textons
    • June
    • T. Leung and J. Malik, "Representing and Recognizing the Visual Appearance of Materials Using Three-Dimensional Textons," Int'l J. Computer Vision, vol. 43, no. 1, pp. 29-44, June 2001.
    • (2001) Int'l J. Computer Vision , vol.43 , Issue.1 , pp. 29-44
    • Leung, T.1    Malik, J.2
  • 32
    • 0042505589 scopus 로고    scopus 로고
    • Statistical Issues in Texture Analysis,
    • PhD thesis, Univ. of California at Berkeley
    • E. Levina, "Statistical Issues in Texture Analysis," PhD thesis, Univ. of California at Berkeley, 2002.
    • (2002)
    • Levina, E.1
  • 35
    • 0032209062 scopus 로고    scopus 로고
    • Feature Detection with Automatic Scale Selection
    • Nov
    • T. Lindeberg, "Feature Detection with Automatic Scale Selection," Int'l J. Computer Vision, vol. 30, no. 2, pp. 77-116, Nov. 1998.
    • (1998) Int'l J. Computer Vision , vol.30 , Issue.2 , pp. 77-116
    • Lindeberg, T.1
  • 36
    • 12844288859 scopus 로고    scopus 로고
    • Near Regular Texture Analysis and Manipulation
    • Y. Liu, W. Lin, and J. Hays, "Near Regular Texture Analysis and Manipulation," ACM Trans. Graphics, vol. 23, no. 3, pp. 368-376, 2004.
    • (2004) ACM Trans. Graphics , vol.23 , Issue.3 , pp. 368-376
    • Liu, Y.1    Lin, W.2    Hays, J.3
  • 37
    • 0035358181 scopus 로고    scopus 로고
    • Contour and Texture Analysis for Image Segmentation
    • June
    • J. Malik, S. Belongie, T. Leung, and J. Shi, "Contour and Texture Analysis for Image Segmentation," Int'l J. Computer Vision, vol. 43, no. 1, pp. 7-27, June 2001.
    • (2001) Int'l J. Computer Vision , vol.43 , Issue.1 , pp. 7-27
    • Malik, J.1    Belongie, S.2    Leung, T.3    Shi, J.4
  • 38
    • 0025427592 scopus 로고
    • Preattentive Texture Discrimination with Early Vision Mechanism
    • May
    • J. Malik and P. Perona, "Preattentive Texture Discrimination with Early Vision Mechanism," J. Optical Soc. Am., vol. 7, no. 5, pp. 923-932, May 1990.
    • (1990) J. Optical Soc. Am , vol.7 , Issue.5 , pp. 923-932
    • Malik, J.1    Perona, P.2
  • 39
    • 84892838207 scopus 로고
    • Novel Cluster-Based Probability Model for Texture Synthesis, Classification, and Compression
    • Nov
    • K. Popat and R.W. Picard, "Novel Cluster-Based Probability Model for Texture Synthesis, Classification, and Compression," Proc. SPIE Conf. Visual Comm. and Image Processing, pp. 756-768, Nov. 1993.
    • (1993) Proc. SPIE Conf. Visual Comm. and Image Processing , pp. 756-768
    • Popat, K.1    Picard, R.W.2
  • 41
    • 0033316361 scopus 로고    scopus 로고
    • Hierarchical Models of Object Recognition in Cortex
    • Nov
    • M. Riesenhuber and T. Poggio, "Hierarchical Models of Object Recognition in Cortex," Nature Neuroscience, vol. 2, no. 11, pp. 1019-1025, Nov. 1999.
    • (1999) Nature Neuroscience , vol.2 , Issue.11 , pp. 1019-1025
    • Riesenhuber, M.1    Poggio, T.2
  • 44
    • 1042266031 scopus 로고    scopus 로고
    • Weakly Supervised Learning of Visual Models and Its Application to Content-Based Retrieval
    • C. Schmid, "Weakly Supervised Learning of Visual Models and Its Application to Content-Based Retrieval," Int'l J. Computer Vision vol. 56, no. 1, pp. 7-16, 2004.
    • (2004) Int'l J. Computer Vision , vol.56 , Issue.1 , pp. 7-16
    • Schmid, C.1
  • 46
    • 0034467942 scopus 로고    scopus 로고
    • Transformation Invariance in Pattern Recognition - Tangent Distance and Tangent Propagation
    • P. Simard, Y. LeCun, J. Denker, and B. Victorri, "Transformation Invariance in Pattern Recognition - Tangent Distance and Tangent Propagation," Int'l J. Imaging System and Technology, vol. 11, no. 2, pp. 181-194, 2001.
    • (2001) Int'l J. Imaging System and Technology , vol.11 , Issue.2 , pp. 181-194
    • Simard, P.1    LeCun, Y.2    Denker, J.3    Victorri, B.4
  • 47
    • 84998774592 scopus 로고
    • Transform Features for Texture Classification and Discrimination in Large Image Databases
    • Nov
    • J.R. Smith and S.F. Chang, "Transform Features for Texture Classification and Discrimination in Large Image Databases," Proc. First IEEE Int'l Conf. Image Processing, vol. 3, pp. 407-411, Nov. 1994.
    • (1994) Proc. First IEEE Int'l Conf. Image Processing , vol.3 , pp. 407-411
    • Smith, J.R.1    Chang, S.F.2
  • 48
    • 1042300809 scopus 로고    scopus 로고
    • Boosting Image Retrieval
    • K. Tieu and P. Viola, "Boosting Image Retrieval," Int'l J. Computer Vision, vol. 56, nos. 1/2, pp. 17-36, 2004.
    • (2004) Int'l J. Computer Vision , vol.56 , Issue.1-2 , pp. 17-36
    • Tieu, K.1    Viola, P.2
  • 49
    • 0022752517 scopus 로고
    • Local Linear Transforms for Texture Measurements
    • M. Unser, "Local Linear Transforms for Texture Measurements," Signal Processing, vol. 11, no. 1, pp. 61-79, 1986.
    • (1986) Signal Processing , vol.11 , Issue.1 , pp. 61-79
    • Unser, M.1
  • 50
    • 84858337075 scopus 로고    scopus 로고
    • Statistical Approaches to Texture Classification,
    • PhD thesis, Univ. of Oxford, Oct
    • M. Varma, "Statistical Approaches to Texture Classification," PhD thesis, Univ. of Oxford, Oct. 2004.
    • (2004)
    • Varma, M.1
  • 51
    • 50649122924 scopus 로고    scopus 로고
    • Locally Invariant Fractal Features for Statistical Texture Classification
    • M. Varma and R. Garg, "Locally Invariant Fractal Features for Statistical Texture Classification," Proc. 11th Int'l Conf. Computer Vision, 2007.
    • (2007) Proc. 11th Int'l Conf. Computer Vision
    • Varma, M.1    Garg, R.2
  • 53
    • 8644245233 scopus 로고    scopus 로고
    • Unifying Statistical Texture Classification Frameworks
    • Dec
    • M. Varma and A. Zisserman, "Unifying Statistical Texture Classification Frameworks," Image and Vision Computing, vol. 22, no. 14, pp. 1175-1183, Dec. 2004.
    • (2004) Image and Vision Computing , vol.22 , Issue.14 , pp. 1175-1183
    • Varma, M.1    Zisserman, A.2
  • 54
    • 8644258401 scopus 로고    scopus 로고
    • A Statistical Approach to Texture Classification from Single Images
    • M. Varma and A. Zisserman, "A Statistical Approach to Texture Classification from Single Images," Int'l J. Computer Vision, 2005.
    • (2005) Int'l J. Computer Vision
    • Varma, M.1    Zisserman, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.