{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T10:30:31Z","timestamp":1781519431737,"version":"3.54.1"},"publisher-location":"Cham","reference-count":46,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319464534","type":"print"},{"value":"9783319464541","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-46454-1_47","type":"book-chapter","created":{"date-parts":[[2016,9,15]],"date-time":"2016-09-15T09:15:09Z","timestamp":1473930909000},"page":"778-792","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":49,"title":["Fine-Grained Material Classification Using Micro-geometry and Reflectance"],"prefix":"10.1007","author":[{"given":"Christos","family":"Kampouris","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stefanos","family":"Zafeiriou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abhijeet","family":"Ghosh","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sotiris","family":"Malassiotis","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,9,16]]},"reference":[{"issue":"1","key":"47_CR1","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1023\/A:1011126920638","volume":"43","author":"T Leung","year":"2001","unstructured":"Leung, T., Malik, J.: Representing and recognizing the visual appearance of materials using three-dimensional textons. Int. J. Comput. Vis. 43(1), 29\u201344 (2001)","journal-title":"Int. J. Comput. Vis."},{"issue":"1","key":"47_CR2","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1007\/s11263-005-4635-4","volume":"62","author":"M Varma","year":"2005","unstructured":"Varma, M., Zisserman, A.: A statistical approach to texture classification from single images. Int. J. Comput. Vis. 62(1), 61\u201381 (2005)","journal-title":"Int. J. Comput. Vis."},{"issue":"11","key":"47_CR3","doi-asserted-by":"publisher","first-page":"2032","DOI":"10.1109\/TPAMI.2008.182","volume":"31","author":"M Varma","year":"2009","unstructured":"Varma, M., Zisserman, A.: A statistical approach to material classification using image patch exemplars. IEEE Trans. Pattern Anal. Mach. Intell. 31(11), 2032\u20132047 (2009)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"47_CR4","doi-asserted-by":"crossref","unstructured":"Caputo, B., Hayman, E., Mallikarjuna, P.: Class-specific material categorisation. In: Tenth IEEE International Conference on Computer Vision, ICCV 2005, vol. 2, pp. 1597\u20131604. IEEE (2005)","DOI":"10.1109\/ICCV.2005.54"},{"issue":"1","key":"47_CR5","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1016\/j.imavis.2009.05.005","volume":"28","author":"B Caputo","year":"2010","unstructured":"Caputo, B., Hayman, E., Fritz, M., Eklundh, J.O.: Classifying materials in the real world. Image Vis. Comput. 28(1), 150\u2013163 (2010)","journal-title":"Image Vis. Comput."},{"key":"47_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1007\/3-540-47977-5_17","volume-title":"Computer Vision \u2014 ECCV 2002","author":"M Varma","year":"2002","unstructured":"Varma, M., Zisserman, A.: Classifying images of materials: achieving viewpoint and illumination independence. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002, Part III. LNCS, vol. 2352, pp. 255\u2013271. Springer, Heidelberg (2002). doi: 10.1007\/3-540-47977-5_17"},{"issue":"3","key":"47_CR7","doi-asserted-by":"publisher","first-page":"348","DOI":"10.1007\/s11263-013-0609-0","volume":"103","author":"L Sharan","year":"2013","unstructured":"Sharan, L., Liu, C., Rosenholtz, R., Adelson, E.: Recognizing materials using perceptually inspired features. Int. J. Comput. Vis. 103(3), 348\u2013371 (2013)","journal-title":"Int. J. Comput. Vis."},{"key":"47_CR8","doi-asserted-by":"crossref","unstructured":"Cimpoi, M., Maji, S., Kokkinos, I., Mohamed, S., Vedaldi, A.: Describing textures in the wild. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3606\u20133613 (2014)","DOI":"10.1109\/CVPR.2014.461"},{"key":"47_CR9","doi-asserted-by":"crossref","unstructured":"Bell, S., Upchurch, P., Snavely, N., Bala, K.: Material recognition in the wild with the materials in context database. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3479\u20133487 (2015)","DOI":"10.1109\/CVPR.2015.7298970"},{"key":"47_CR10","first-page":"1","volume":"118","author":"M Cimpoi","year":"2015","unstructured":"Cimpoi, M., Maji, S., Kokkinos, I., Vedaldi, A.: Deep filter banks for texture recognition, description, and segmentation. Int. J. Comput. Vis. 118, 1\u201330 (2015)","journal-title":"Int. J. Comput. Vis."},{"key":"47_CR11","doi-asserted-by":"crossref","unstructured":"Cimpoi, M., Maji, S., Vedaldi, A.: Deep filter banks for texture recognition and segmentation. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3828\u20133836 (2015)","DOI":"10.1109\/CVPR.2015.7299007"},{"issue":"4","key":"47_CR12","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1145\/2461912.2462002","volume":"32","author":"S Bell","year":"2013","unstructured":"Bell, S., Upchurch, P., Snavely, N., Bala, K.: Opensurfaces: a richly annotated catalog of surface appearance. ACM Trans. Graph. (TOG) 32(4), 111 (2013)","journal-title":"ACM Trans. Graph. (TOG)"},{"issue":"1","key":"47_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/300776.300778","volume":"18","author":"K Dana","year":"1999","unstructured":"Dana, K., Van-Ginneken, B., Nayar, S., Koenderink, J.: Reflectance and texture of real world surfaces. ACM Trans. Graph. (TOG) 18(1), 1\u201334 (1999)","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"47_CR14","unstructured":"ALOT. www.science.uva.nl\/~mark\/alot"},{"key":"47_CR15","unstructured":"KTH-TIPS2. www.nada.kth.se\/cvap\/databases\/kth-tips"},{"issue":"2","key":"47_CR16","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1177\/0278364911430417","volume":"31","author":"S Miller","year":"2012","unstructured":"Miller, S., van den Berg, J., Fritz, M., Darrell, T., Goldberg, K., Abbeel, P.: A geometric approach to robotic laundry folding. Int. J. Robot. Res. 31(2), 249\u2013267 (2012)","journal-title":"Int. J. Robot. Res."},{"key":"47_CR17","doi-asserted-by":"crossref","unstructured":"Deng, J., Dong, W., Socher, R., Li, L.J., Li, K., Fei-Fei, L.: Imagenet: a large-scale hierarchical image database. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009, pp. 248\u2013255, June 2009","DOI":"10.1109\/CVPR.2009.5206848"},{"issue":"8","key":"47_CR18","doi-asserted-by":"publisher","first-page":"784","DOI":"10.1167\/9.8.784","volume":"9","author":"L Sharan","year":"2009","unstructured":"Sharan, L., Rosenholtz, R., Adelson, E.: Material perception: what can you see in a brief glance? J. Vis. 9(8), 784 (2009)","journal-title":"J. Vis."},{"key":"47_CR19","doi-asserted-by":"crossref","unstructured":"Bosch, A., Zisserman, A., Munoz, X.: Image classification using random forests and ferns. In: IEEE 11th International Conference on Computer Vision, ICCV 2007, pp. 1\u20138. IEEE (2007)","DOI":"10.1109\/ICCV.2007.4409066"},{"key":"47_CR20","unstructured":"Jaakkola, T.S., Haussler, D., et al.: Exploiting generative models in discriminative classifiers. In: Advances in Neural Information Processing Systems, pp. 487\u2013493 (1999)"},{"key":"47_CR21","doi-asserted-by":"crossref","unstructured":"Perronnin, F., Dance, C.: Fisher kernels on visual vocabularies for image categorization. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2007, pp. 1\u20138. IEEE (2007)","DOI":"10.1109\/CVPR.2007.383266"},{"key":"47_CR22","doi-asserted-by":"crossref","unstructured":"J\u00e9gou, H., Douze, M., Schmid, C., P\u00e9rez, P.: Aggregating local descriptors into a compact image representation. In: 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3304\u20133311. IEEE (2010)","DOI":"10.1109\/CVPR.2010.5540039"},{"key":"47_CR23","doi-asserted-by":"crossref","unstructured":"Lowe, D.: Object recognition from local scale-invariant features. In: The Proceedings of the Seventh IEEE International Conference on Computer Vision, vol. 2, pp. 1150\u20131157 (1999)","DOI":"10.1109\/ICCV.1999.790410"},{"key":"47_CR24","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition (2014). arXiv preprint: arXiv:1409.1556"},{"key":"47_CR25","volume-title":"Textures","author":"P Brodatz","year":"1966","unstructured":"Brodatz, P.: Textures. Dover Publications, New York (1966)"},{"key":"47_CR26","doi-asserted-by":"crossref","unstructured":"Liu, C., Sharan, L., Adelson, E., Rosenholtz, R.: Exploring features in a bayesian framework for material recognition. In: 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 239\u2013246 (2010)","DOI":"10.1109\/CVPR.2010.5540207"},{"key":"47_CR27","doi-asserted-by":"crossref","unstructured":"Hu, D., Bo, L., Ren, X.: Toward robust material recognition for everyday objects. In: Proceedings of the British Machine Vision Conference, pp. 48.1\u201348.11 (2011)","DOI":"10.5244\/C.25.48"},{"key":"47_CR28","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1007\/978-3-319-10578-9_11","volume-title":"Computer Vision \u2013 ECCV 2014","author":"M Weinmann","year":"2014","unstructured":"Weinmann, M., Gall, J., Klein, R.: Material classification based on training data synthesized using a BTF database. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014, Part III. LNCS, vol. 8691, pp. 156\u2013171. Springer, Heidelberg (2014). doi: 10.1007\/978-3-319-10578-9_11"},{"key":"47_CR29","doi-asserted-by":"crossref","unstructured":"Wu, J., Chantler, M.J.: Combining gradient and albedo data for rotation invariant classification of 3d surface texture. In: Proceedings of the Ninth IEEE International Conference on Computer Vision, pp. 848\u2013855. IEEE (2003)","DOI":"10.1109\/ICCV.2003.1238437"},{"key":"47_CR30","doi-asserted-by":"crossref","unstructured":"Li, R., Adelson, E.: Sensing and recognizing surface textures using a gelsight sensor. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1241\u20131247 (2013)","DOI":"10.1109\/CVPR.2013.164"},{"key":"47_CR31","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1145\/2010324.1964941","volume":"30","author":"MK Johnson","year":"2011","unstructured":"Johnson, M.K., Cole, F., Raj, A., Adelson, E.H.: Microgeometry capture using an elastomeric sensor. ACM Trans. Graph. (TOG) 30, 46 (2011). ACM","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"47_CR32","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1117\/12.7972479","volume":"19","author":"R Woodham","year":"1980","unstructured":"Woodham, R.: Photometric method for determining surface orientation from multiple images. Opt. Eng. 19, 139\u2013144 (1980)","journal-title":"Opt. Eng."},{"issue":"2","key":"47_CR33","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1108\/02602281111109961","volume":"31","author":"L Smith","year":"2011","unstructured":"Smith, L., Smith, M., Farooq, A.R., Sun, J., Ding, Y., Warr, R.: Machine vision 3D skin texture analysis for detection of melanoma. Sens. Rev. 31(2), 111\u2013119 (2011)","journal-title":"Sens. Rev."},{"issue":"1","key":"47_CR34","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1109\/TIFS.2012.2224109","volume":"8","author":"S Zafeiriou","year":"2013","unstructured":"Zafeiriou, S., Atkinson, G., Hansen, M., Smith, W., Argyriou, V., Petrou, M., Smith, M., Smith, L.: Face recognition and verification using photometric stereo: the photoface database and a comprehensive evaluation. IEEE Trans. Inf. Forensics Secur. 8(1), 121\u2013135 (2013)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"1","key":"47_CR35","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1177\/027836498600500103","volume":"5","author":"K Ikeuchi","year":"1986","unstructured":"Ikeuchi, K., Nishihara, H.K., Horn, B.K., Sobalvarro, P., Nagata, S.: Determining grasp configurations using photometric stereo and the prism binocular stereo system. Int. J. Robot. Res. 5(1), 46\u201365 (1986)","journal-title":"Int. J. Robot. Res."},{"key":"47_CR36","doi-asserted-by":"crossref","unstructured":"Einarsson, P., Hawkins, T., Debevec, P.: Photometric stereo for archeological inscriptions. In: ACM SIGGRAPH 2004 Sketches, p. 81. ACM, New York (2004)","DOI":"10.1145\/1186223.1186324"},{"issue":"10","key":"47_CR37","doi-asserted-by":"publisher","first-page":"1239","DOI":"10.1109\/TPAMI.2003.1233898","volume":"25","author":"S Barsky","year":"2003","unstructured":"Barsky, S., Petrou, M.: The 4-source photometric stereo technique for three-dimensional surfaces in the presence of highlights and shadows. IEEE Trans. Pattern Anal. Mach. Intell. 25(10), 1239\u20131252 (2003)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"4","key":"47_CR38","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1109\/34.3909","volume":"10","author":"R Frankot","year":"1988","unstructured":"Frankot, R., Chellappa, R.: A method for enforcing integrability in shape from shading algorithms. IEEE Trans. Pattern Anal. 10(4), 439\u2013451 (1988)","journal-title":"IEEE Trans. Pattern Anal."},{"issue":"7","key":"47_CR39","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1109\/TPAMI.2002.1017623","volume":"24","author":"T Ojala","year":"2002","unstructured":"Ojala, T., Pietik\u00e4inen, M., M\u00e4enp\u00e4\u00e4, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 24(7), 971\u2013987 (2002)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"47_CR40","doi-asserted-by":"crossref","unstructured":"Chatfield, K., Simonyan, K., Vedaldi, A., Zisserman, A.: Return of the devil in the details: delving deep into convolutional nets. In: British Machine Vision Conference (2014)","DOI":"10.5244\/C.28.6"},{"issue":"2","key":"47_CR41","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1109\/MASSP.1984.1162229","volume":"1","author":"RM Gray","year":"1984","unstructured":"Gray, R.M.: Vector quantization. IEEE ASSP Mag. 1(2), 4\u201329 (1984)","journal-title":"IEEE ASSP Mag."},{"key":"47_CR42","volume-title":"Algorithms for Clustering Data","author":"AK Jain","year":"1988","unstructured":"Jain, A.K., Dubes, R.C.: Algorithms for Clustering Data. Prentice-Hall, Inc., Upper Saddle River (1988)"},{"key":"47_CR43","volume-title":"Introduction to Statistical Pattern Recognition","author":"K Fukunaga","year":"2013","unstructured":"Fukunaga, K.: Introduction to Statistical Pattern Recognition. Academic Press, Cambridge (2013)"},{"issue":"2","key":"47_CR44","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1109\/72.991427","volume":"13","author":"CW Hsu","year":"2002","unstructured":"Hsu, C.W., Lin, C.J.: A comparison of methods for multiclass support vector machines. IEEE Trans. Neural Netw. 13(2), 415\u2013425 (2002)","journal-title":"IEEE Trans. Neural Netw."},{"key":"47_CR45","unstructured":"Vedaldi, A., Fulkerson, B.: VLFeat: an open and portable library of computer vision algorithms (2008). http:\/\/www.vlfeat.org\/"},{"key":"47_CR46","doi-asserted-by":"crossref","unstructured":"Vedaldi, A., Lenc, K.: Matconvnet - convolutional neural networks for MATLAB. CoRR abs\/1412.4564 (2014)","DOI":"10.1145\/2733373.2807412"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2016"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46454-1_47","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,10]],"date-time":"2025-06-10T19:01:16Z","timestamp":1749582076000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-46454-1_47"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319464534","9783319464541"],"references-count":46,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46454-1_47","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"16 September 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Amsterdam","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"The Netherlands","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 October 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 October 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.eccv2016.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}