{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T15:48:17Z","timestamp":1778168897219,"version":"3.51.4"},"publisher-location":"Singapore","reference-count":49,"publisher":"Springer Singapore","isbn-type":[{"value":"9789813292901","type":"print"},{"value":"9789813292918","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,9,20]],"date-time":"2019-09-20T00:00:00Z","timestamp":1568937600000},"content-version":"tdm","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":[[2020]]},"DOI":"10.1007\/978-981-32-9291-8_22","type":"book-chapter","created":{"date-parts":[[2019,9,19]],"date-time":"2019-09-19T18:07:48Z","timestamp":1568916468000},"page":"271-283","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["TexFusionNet: An Ensemble of Deep CNN Feature for Texture Classification"],"prefix":"10.1007","author":[{"given":"Swalpa Kumar","family":"Roy","sequence":"first","affiliation":[]},{"given":"Shiv Ram","family":"Dubey","sequence":"additional","affiliation":[]},{"given":"Bhabatosh","family":"Chanda","sequence":"additional","affiliation":[]},{"given":"Bidyut B.","family":"Chaudhuri","sequence":"additional","affiliation":[]},{"given":"Dipak Kumar","family":"Ghosh","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,9,20]]},"reference":[{"key":"22_CR1","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1142\/9789812384737_0007","volume-title":"Handbook of Pattern Recognition and Computer Vision","author":"MIHRAN TUCERYAN","year":"1999","unstructured":"Tuceryan, M., Jain, A.K., et\u00a0al.: Texture analysis. In: Handbook of Pattern Recognition and Computer Vision, vol. 2, pp. 207\u2013248 (1993)"},{"key":"22_CR2","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1142\/9781848161160_0013","volume-title":"Handbook of Texture Analysis","author":"Xianghua Xie","year":"2008","unstructured":"Xie, X., Mirmehdi, M.: A galaxy of texture features. In: Handbook of Texture Analysis, pp. 375\u2013406. World Scientific, Singapore (2008)"},{"issue":"6","key":"22_CR3","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"SMC-3","author":"Robert M. Haralick","year":"1973","unstructured":"Haralick, R.M., Shanmugam, K., et\u00a0al.: Textural features for image classification. IEEE Trans. Syst. Man Cybern. 3(6), 610\u2013621 (1973)","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics"},{"issue":"1","key":"22_CR4","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1109\/TPAMI.1983.4767341","volume":"PAMI-5","author":"George R. Cross","year":"1983","unstructured":"Cross, G.R., Jain, A.K.: Markov random field texture models. IEEE Trans. Pattern Anal. Mach. Intell. 5(1), 25\u201339 (1983)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"4","key":"22_CR5","doi-asserted-by":"publisher","first-page":"429","DOI":"10.1109\/83.242353","volume":"2","author":"T Chang","year":"1993","unstructured":"Chang, T., Kuo, C.-C.J.: Texture analysis and classification with tree-structured wavelet transform. IEEE Trans Image Process. 2(4), 429\u2013441 (1993)","journal-title":"IEEE Trans Image Process."},{"issue":"9","key":"22_CR6","doi-asserted-by":"publisher","first-page":"1095","DOI":"10.1016\/S0167-8655(02)00056-9","volume":"23","author":"M Idrissa","year":"2002","unstructured":"Idrissa, M., Acheroy, M.: Texture classification using gabor filters. Pattern Recognit. Lett. 23(9), 1095\u20131102 (2002)","journal-title":"Pattern Recognit. Lett."},{"issue":"7","key":"22_CR7","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1109\/TPAMI.2002.1017623","volume":"24","author":"T Ojala","year":"2002","unstructured":"Ojala, T., Pietikainen, M., Maenpaa, 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."},{"issue":"12","key":"22_CR8","doi-asserted-by":"publisher","first-page":"5892","DOI":"10.1109\/TIP.2015.2493446","volume":"24","author":"Shiv Ram Dubey","year":"2015","unstructured":"Dubey, S.R., Singh, S.K., Singh, R.K.: Local wavelet pattern: a new feature descriptor for image retrieval in medical ct databases. IEEE Trans. Image Process. 24(12), 5892\u20135903 (2015)","journal-title":"IEEE Transactions on Image Processing"},{"issue":"4","key":"22_CR9","doi-asserted-by":"publisher","first-page":"1139","DOI":"10.1109\/JBHI.2015.2437396","volume":"20","author":"Shiv Ram Dubey","year":"2016","unstructured":"Dubey, S.R., Singh, S.K., Singh, R.K.: Local bit-plane decoded pattern: a novel feature descriptor for biomedical image retrieval. IEEE J. Biomed. Health Inform. 20(4), 1139\u20131147 (2016)","journal-title":"IEEE Journal of Biomedical and Health Informatics"},{"issue":"9","key":"22_CR10","doi-asserted-by":"publisher","first-page":"1215","DOI":"10.1109\/LSP.2015.2392623","volume":"22","author":"Shiv Ram Dubey","year":"2015","unstructured":"Dubey, S.R., Singh, S.K., Singh, R.K.: Local diagonal extrema pattern: a new and efficient feature descriptor for ct image retrieval. IEEE Signal Proces. Lett. 22(9), 1215\u20131219 (2015)","journal-title":"IEEE Signal Processing Letters"},{"issue":"6","key":"22_CR11","doi-asserted-by":"publisher","first-page":"1635","DOI":"10.1109\/TIP.2010.2042645","volume":"19","author":"X Tan","year":"2010","unstructured":"Tan, X., Triggs, B.: Enhanced local texture feature sets for face recognition under difficult lighting conditions. IEEE Trans. Image Process. 19(6), 1635\u20131650 (2010)","journal-title":"IEEE Trans. Image Process."},{"issue":"2","key":"22_CR12","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1109\/TIP.2009.2035882","volume":"19","author":"B Zhang","year":"2010","unstructured":"Zhang, B., Gao, Y., Zhao, S., Liu, J.: Local derivative pattern versus local binary pattern: face recognition with high-order local pattern descriptor. IEEE Trans. Image Process. 19(2), 533\u2013544 (2010)","journal-title":"IEEE Trans. Image Process."},{"issue":"5","key":"22_CR13","doi-asserted-by":"publisher","first-page":"2874","DOI":"10.1109\/TIP.2012.2188809","volume":"21","author":"S. Murala","year":"2012","unstructured":"Murala, S., Maheshwari, R.P., Balasubramanian, R.: Local tetra patterns: a new feature descriptor for content-based image retrieval. IEEE Trans. Image Process. 21(5), 2874\u20132886 (2012)","journal-title":"IEEE Transactions on Image Processing"},{"issue":"9","key":"22_CR14","doi-asserted-by":"publisher","first-page":"4018","DOI":"10.1109\/TIP.2016.2577887","volume":"25","author":"Shiv Ram Dubey","year":"2016","unstructured":"Dubey, S.R., Singh, S.K., Singh, R.K.: Multichannel decoded local binary patterns for content-based image retrieval. IEEE Trans. Image Process. 25(9), 4018\u20134032 (2016)","journal-title":"IEEE Transactions on Image Processing"},{"key":"22_CR15","doi-asserted-by":"crossref","unstructured":"Wang, X., Han, T.X., Yan, S.: An hog-lbp human detector with partial occlusion handling. In: ICCV, pp. 32\u201339. IEEE (2009)","DOI":"10.1109\/ICCV.2009.5459207"},{"issue":"12","key":"22_CR16","doi-asserted-by":"publisher","first-page":"5323","DOI":"10.1109\/TIP.2014.2358879","volume":"23","author":"Shiv Ram Dubey","year":"2014","unstructured":"Dubey, S.R., Singh, S.K., Singh, R.K.: Rotation and illumination invariant interleaved intensity order-based local descriptor. IEEE Trans. Image Process. 23(12), 5323\u20135333 (2014)","journal-title":"IEEE Transactions on Image Processing"},{"issue":"6","key":"22_CR17","doi-asserted-by":"publisher","first-page":"1657","DOI":"10.1109\/TIP.2010.2044957","volume":"19","author":"Z Guo","year":"2010","unstructured":"Guo, Z., Zhang, L., Zhang, D.: A completed modeling of local binary pattern operator for texture classification. IEEE Trans. Image Process. 19(6), 1657\u20131663 (2010)","journal-title":"IEEE Trans. Image Process."},{"issue":"3","key":"22_CR18","doi-asserted-by":"publisher","first-page":"706","DOI":"10.1016\/j.patcog.2009.08.017","volume":"43","author":"Z Guo","year":"2010","unstructured":"Guo, Z., Zhang, L., Zhang, D.: Rotation invariant texture classification using LBP variance (LBPV) with global matching. Pattern Recognit. 43(3), 706\u2013719 (2010)","journal-title":"Pattern Recognit."},{"key":"22_CR19","doi-asserted-by":"crossref","unstructured":"Liu, L., Long, Y., Fieguth, P.W., Lao, S., Zhao, G.: Brint: binary rotation invariant and noise tolerant texture classification. IEEE Trans. Image Process. 23(7), 3071\u20133084 (2014)","DOI":"10.1109\/TIP.2014.2325777"},{"key":"22_CR20","unstructured":"Roy, S.K., Bhattacharya, N., Chanda, B., Chaudhuri, B.B., Ghosh, D.K.: FWLBP: a scale invariant descriptor for texture classification. \n                  arXiv:1801.03228\n                  \n                 (2018)"},{"key":"22_CR21","doi-asserted-by":"crossref","unstructured":"Roy, S.K., Chanda, B.,\u00a0Chaudhuri, B., Ghosh, D.K., Dubey, S.R.; A complete dual-cross pattern for unconstrained texture classification. In: 4th Asian Conference on Pattern Recognition (ACPR 2017), Nanjing, China, pp. 741\u2013746 (2017)","DOI":"10.1109\/ACPR.2017.160"},{"key":"22_CR22","doi-asserted-by":"crossref","unstructured":"Roy, S.K., Chanda, B., Chaudhuri, B.B., Banerjee, S., Ghosh, D.K., Dubey, S.R.: Local jet pattern: a robust descriptor for texture classification. \n                  arXiv:1711.10921\n                  \n                 (2017)","DOI":"10.1007\/s11042-018-6559-3"},{"key":"22_CR23","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1016\/j.patrec.2018.02.027","volume":"108","author":"Swalpa Kumar Roy","year":"2018","unstructured":"Roy, S.K., Chanda, B., Chaudhuri, B.B., Banerjee, S., Ghosh, D.K., Dubey, S.R.: Local directional zigzag pattern: a rotation invariant descriptor for texture classification. Pattern Recognit. Lett. 108, 23\u201330 (2018)","journal-title":"Pattern Recognition Letters"},{"key":"22_CR24","doi-asserted-by":"crossref","unstructured":"Roy, S.K., Chanda, B., Chaudhuri, B.B., Ghosh, D.K., Dubey, S.R.: Local morphological pattern: a scale space shape descriptor for texture classification. Digit. Signal Process. (In Press) (2018). Elsevier","DOI":"10.1016\/j.dsp.2018.06.016"},{"key":"22_CR25","unstructured":"Goodfellow, I., Bengio, Y., Courville, A., Bengio, Y.: Deep Learning, vol.\u00a01. MIT press, Cambridge (2016)"},{"key":"22_CR26","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: Imagenet classification with deep convolutional neural networks. In: NIPS, pp. 1097\u20131105 (2012)"},{"key":"22_CR27","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: CVPR, pp. 248\u2013255. IEEE (2009)","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"22_CR28","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. \n                  arXiv:1409.1556\n                  \n                 (2014)"},{"key":"22_CR29","doi-asserted-by":"crossref","unstructured":"Szegedy, C., Liu, W., Jia, Y., Sermanet, P., Reed, S., Anguelov, D., Erhan, D., Vanhoucke, V., Rabinovich, A., et al.: Going deeper with convolutions. In: CVPR (2015)","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"22_CR30","doi-asserted-by":"crossref","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition. In: CVPR, pp. 770\u2013778 (2016)","DOI":"10.1109\/CVPR.2016.90"},{"key":"22_CR31","unstructured":"Ren, S., He, K., Girshick, R., Sun, J.: Faster r-cnn: towards real-time object detection with region proposal networks. In: NIPS, pp. 91\u201399 (2015)"},{"key":"22_CR32","doi-asserted-by":"crossref","unstructured":"He, K., Gkioxari, G., Doll\u00e1r, P., Girshick, R.: Mask r-cnn. In: ICCV, pp. 2980\u20132988. IEEE (2017)","DOI":"10.1109\/ICCV.2017.322"},{"issue":"5","key":"22_CR33","doi-asserted-by":"publisher","first-page":"1196","DOI":"10.1109\/TMI.2016.2525803","volume":"35","author":"Korsuk Sirinukunwattana","year":"2016","unstructured":"Sirinukunwattana, K., Raza, S.E.A., Tsang, Y.-W., Snead, D.R.J., Cree, I.A., Rajpoot, N.M.: Locality sensitive deep learning for detection and classification of nuclei in routine colon cancer histology images. IEEE Trans. Med. Imaging 35(5), 1196\u20131206 (2016)","journal-title":"IEEE Transactions on Medical Imaging"},{"key":"22_CR34","doi-asserted-by":"crossref","unstructured":"Hafemann, L.G., Oliveira, L.S., Cavalin, P.R., Sabourin, R.: Transfer learning between texture classification tasks using convolutional neural networks. In: IJCNN, pp. 1\u20137. IEEE (2015)","DOI":"10.1109\/IJCNN.2015.7280558"},{"key":"22_CR35","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1016\/j.neunet.2017.10.001","volume":"97","author":"S Basu","year":"2018","unstructured":"Basu, S., Mukhopadhyay, S., Karki, M., DiBiano, R., Ganguly, S., Nemani, R., Gayaka, S.: Deep neural networks for texture classificationa theoretical analysis. Neural Netw. 97, 173\u2013182 (2018)","journal-title":"Neural Netw."},{"key":"22_CR36","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1016\/j.patrec.2016.08.016","volume":"84","author":"Vincent Andrearczyk","year":"2016","unstructured":"Andrearczyk, V., Whelan, P.F.: Using filter banks in convolutional neural networks for texture classification. Pattern Recognit. Lett. 84, 63\u201369 (2016)","journal-title":"Pattern Recognition Letters"},{"key":"22_CR37","doi-asserted-by":"crossref","unstructured":"Cimpoi, M., Maji, S., Vedaldi, A.: Deep filter banks for texture recognition and segmentation. In: CVPR, pp. 3828\u20133836 (2015)","DOI":"10.1109\/CVPR.2015.7299007"},{"key":"22_CR38","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1007\/978-3-319-46487-9_5","volume-title":"Computer Vision \u2013 ECCV 2016","author":"Li Liu","year":"2016","unstructured":"Liu, L., Fieguth, P., Wang, X., Pietik\u00e4inen, M., Hu, D.: Evaluation of lbp and deep texture descriptors with a new robustness benchmark. In: ECCV, pp. 69\u201386. Springer, Berlin (2016)"},{"issue":"8","key":"22_CR39","doi-asserted-by":"publisher","first-page":"1872","DOI":"10.1109\/TPAMI.2012.230","volume":"35","author":"J Bruna","year":"2013","unstructured":"Bruna, J., Mallat, S.: Invariant scattering convolution networks. IEEE Trans. Pattern Anal. Mach. Intell. 35(8), 1872\u20131886 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"22_CR40","doi-asserted-by":"crossref","unstructured":"Sifre, L., Mallat, S.: Rotation, scaling and deformation invariant scattering for texture discrimination. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1233\u20131240 (2013)","DOI":"10.1109\/CVPR.2013.163"},{"issue":"12","key":"22_CR41","doi-asserted-by":"publisher","first-page":"5017","DOI":"10.1109\/TIP.2015.2475625","volume":"24","author":"T-H Chan","year":"2015","unstructured":"Chan, T.-H., Jia, K., Gao, S., Jiwen, L., Zeng, Z., Ma, Y.: Pcanet: a simple deep learning baseline for image classification? IEEE Trans. Image Process. 24(12), 5017\u20135032 (2015)","journal-title":"IEEE Trans. Image Process."},{"key":"22_CR42","unstructured":"Brodatz, P.: Textures: A Photographic Album for Artists and Designers. Dover publications, New York (1966)"},{"issue":"1","key":"22_CR43","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/300776.300778","volume":"18","author":"Kristin J. Dana","year":"1999","unstructured":"Dana, K.J., Van\u00a0Ginneken, B., Nayar, S.K., Koenderink, J.J.: Reflectance and texture of real-world surfaces. ACM TOG 18(1), 1\u201334 (1999)","journal-title":"ACM Transactions on Graphics"},{"key":"22_CR44","first-page":"253","volume-title":"Lecture Notes in Computer Science","author":"Eric Hayman","year":"2004","unstructured":"Hayman, E., Caputo, B., Fritz, M., Eklundh, J.-O.: On the significance of real-world conditions for material classification. In: European Conference on Computer Vision, pp. 253\u2013266. Springer, Berlin (2004)"},{"issue":"5","key":"22_CR45","doi-asserted-by":"publisher","first-page":"1107","DOI":"10.1109\/TIP.2009.2015682","volume":"18","author":"S. Liao","year":"2009","unstructured":"Liao, S., Law, M.W.K., Chung, A.C.S.: Dominant local binary patterns for texture classification. IEEE Trans. Image Process. 18(5), 1107\u20131118 (2009)","journal-title":"IEEE Transactions on Image Processing"},{"issue":"1-2","key":"22_CR46","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1007\/s11263-005-4635-4","volume":"62","author":"Manik Varma","year":"2005","unstructured":"Varma, M., Zisserman, A.: A statistical approach to texture classification from single images. Int. J. Comput. Vis. 62(1\u20132), 61\u201381 (2005)","journal-title":"International Journal of Computer Vision"},{"issue":"11","key":"22_CR47","doi-asserted-by":"publisher","first-page":"2199","DOI":"10.1109\/TPAMI.2014.2316826","volume":"36","author":"X Qi","year":"2014","unstructured":"Qi, X., Xiao, R., Chun-Guang Li, Y., Qiao, J.G., Tang, X.: Pairwise rotation invariant co-occurrence local binary pattern. IEEE TPAMI 36(11), 2199\u20132213 (2014)","journal-title":"IEEE TPAMI"},{"key":"22_CR48","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1007\/978-3-642-37410-4_2","volume-title":"Computer Vision - ACCV 2012 Workshops","author":"Ryusuke Nosaka","year":"2013","unstructured":"Nosaka, R., Suryanto, C.H., Fukui, K.: Rotation invariant co-occurrence among adjacent lbps. In: ACCV, pp. 15\u201325. Springer, Berlin (2012)"},{"issue":"8","key":"22_CR49","first-page":"3636","volume":"26","author":"Y Duan","year":"2017","unstructured":"Duan, Y., Jiwen, L., Feng, J., Zhou, J.: Learning rotation-invariant local binary descriptor. IEEE Trans. Image Process. 26(8), 3636\u20133651 (2017)","journal-title":"IEEE Trans. Image Process."}],"container-title":["Advances in Intelligent Systems and Computing","Proceedings of 3rd International Conference on Computer Vision and Image Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-32-9291-8_22","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,19]],"date-time":"2019-09-19T18:11:24Z","timestamp":1568916684000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-981-32-9291-8_22"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,9,20]]},"ISBN":["9789813292901","9789813292918"],"references-count":49,"URL":"https:\/\/doi.org\/10.1007\/978-981-32-9291-8_22","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,9,20]]},"assertion":[{"value":"20 September 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}