{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,9]],"date-time":"2025-11-09T03:41:17Z","timestamp":1762659677586},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2018,2,23]],"date-time":"2018-02-23T00:00:00Z","timestamp":1519344000000},"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":["Pattern Anal Applic"],"published-print":{"date-parts":[[2019,8]]},"DOI":"10.1007\/s10044-018-0689-0","type":"journal-article","created":{"date-parts":[[2018,2,23]],"date-time":"2018-02-23T00:07:28Z","timestamp":1519344448000},"page":"935-948","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Incorporating rotational invariance in convolutional neural network architecture"],"prefix":"10.1007","volume":"22","author":[{"given":"Haribabu","family":"Kandi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ayushi","family":"Jain","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Swetha","family":"Velluva Chathoth","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Deepak","family":"Mishra","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gorthi R. K. Sai","family":"Subrahmanyam","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,2,23]]},"reference":[{"key":"689_CR1","first-page":"255","volume-title":"The handbook of brain theory and neural networks","author":"Y LeCun","year":"1995","unstructured":"LeCun Y, Bengio Y (1995) Convolutional networks for images, speech, and time series. In: Arbib MA (ed) The handbook of brain theory and neural networks. MIT Press, Boston, pp 255\u2013258"},{"issue":"6","key":"689_CR2","doi-asserted-by":"publisher","first-page":"1816","DOI":"10.1016\/j.patcog.2006.10.011","volume":"40","author":"F Lauer","year":"2007","unstructured":"Lauer F, Suen CY, Bloch G (2007) A trainable feature extractor for handwritten digit recognition. Pattern Recognit. 40(6):1816\u20131824","journal-title":"Pattern Recognit."},{"key":"689_CR3","doi-asserted-by":"crossref","unstructured":"Simard PY, Steinkraus D, Platt JC (2003) Best practices for convolutional neural networks applied to visual document analysis. In: Null. IEEE, p 958","DOI":"10.1109\/ICDAR.2003.1227801"},{"key":"689_CR4","doi-asserted-by":"crossref","unstructured":"Ahranjany SS, Razzazi F, Ghassemian MH (2010) A very high accuracy handwritten character recognition system for Farsi\/Arabic digits using convolutional neural networks. In: 2010 IEEE fifth international conference on bio-inspired computing: theories and applications (BIC-TA). IEEE, pp 1585\u20131592","DOI":"10.1109\/BICTA.2010.5645265"},{"key":"689_CR5","doi-asserted-by":"crossref","unstructured":"Zagoruyko S, Komodakis N (2015) Learning to compare image patches via convolutional neural networks. In Proceedings of the IEEE conference on computer vision and pattern recognition, pp 4353\u20134361","DOI":"10.1109\/CVPR.2015.7299064"},{"key":"689_CR6","unstructured":"Ijjina EP, Mohan CK (2014) Facial expression recognition using Kinect depth sensor and convolutional neural networks. In: 2014 13th international conference on machine learning and applications (ICMLA). IEEE, pp 392\u2013396"},{"key":"689_CR7","unstructured":"Tivive FHC, Bouzerdoum A (2003) A new class of convolutional neural networks (SICoNNets) and their application of face detection. In: Proceedings of the international joint conference on neural networks, 2003, vol 3. IEEE, pp 2157\u20132162"},{"issue":"2","key":"689_CR8","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1109\/TPAMI.2015.2439281","volume":"38","author":"C Dong","year":"2015","unstructured":"Dong C, Loy CC, He K, Tang X (2015) Image super-resolution using deep convolutional networks. IEEE Trans Pattern Anal Mach Intell 38(2):295\u2013307","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"689_CR9","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1364\/JOSAA.34.000111","volume":"34","author":"G Gopakumar","year":"2017","unstructured":"Gopakumar G, Babu KH, Mishra D, Gorthi SS, Subrahmanyam GRS (2017) Cytopathological image analysis using deep-learning networks in microfluidic microscopy. JOSA A 34(1):111\u2013121","journal-title":"JOSA A"},{"key":"689_CR10","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1016\/j.cose.2016.11.016","volume":"65","author":"H Kandi","year":"2017","unstructured":"Kandi H, Mishra D, Gorthi SRS (2017) Exploring the learning capabilities of convolutional neural networks for robust image watermarking. Comput Secur 65:247\u2013268","journal-title":"Comput Secur"},{"issue":"11","key":"689_CR11","doi-asserted-by":"publisher","first-page":"1408","DOI":"10.1109\/TPAMI.2004.97","volume":"26","author":"C Garcia","year":"2004","unstructured":"Garcia C, Delakis M (2004) Convolutional face finder: a neural architecture for fast and robust face detection. IEEE Trans Pattern Anal Mach Intell 26(11):1408\u20131423","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"7","key":"689_CR12","doi-asserted-by":"publisher","first-page":"1201","DOI":"10.1016\/0893-6080(95)00061-5","volume":"8","author":"S-CB Lo","year":"1995","unstructured":"Lo S-CB, Chan H-P, Lin J-S, Li H, Freedman MT, Mun SK (1995) Artificial convolution neural network for medical image pattern recognition. Neural Netw 8(7):1201\u20131214","journal-title":"Neural Netw"},{"key":"689_CR13","unstructured":"Tivive FHC, Bouzerdoum A (2006) Rotation invariant face detection using convolutional neural networks. In: Neural information processing: 13th international conference, ICONIP 2006, Hong Kong, China, October 3\u20136, 2006. Proceedings, Part II. Springer, Berlin, pp 260\u2013269"},{"issue":"3","key":"689_CR14","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1007\/s11263-015-0816-y","volume":"115","author":"O Russakovsky","year":"2015","unstructured":"Russakovsky O, Deng J, Su H, Krause J, Satheesh S, Ma S, Huang Z, Karpathy A, Khosla A, Bernstein M et al (2015) Imagenet large scale visual recognition challenge. Int J Comput Vis 115(3):211\u2013252","journal-title":"Int J Comput Vis"},{"key":"689_CR15","doi-asserted-by":"crossref","unstructured":"Laptev D, Savinov N, Buhmann JM, Pollefeys M (2016) TI-POOLING: transformation-invariant pooling for feature learning in convolutional neural networks. In: CoRR. \n                    arXiv:abs\/1604.06318","DOI":"10.1109\/CVPR.2016.38"},{"key":"689_CR16","unstructured":"Jaderberg M, Simonyan K, Zisserman A, Kavukcuoglu K (2015) Spatial transformer networks. In: CoRR. \n                    http:\/\/arxiv.org\/abs\/1506.02025"},{"key":"689_CR17","doi-asserted-by":"crossref","unstructured":"Zhou Y, Ye Q, Qiu Q, Jiao J (2017) Oriented response networks. CoRR. \n                    http:\/\/arxiv.org\/abs\/1701.01833","DOI":"10.1109\/CVPR.2017.527"},{"key":"689_CR18","volume-title":"Fundamentals of digital image processing","author":"AK Jain","year":"1989","unstructured":"Jain AK (1989) Fundamentals of digital image processing. Prentice-Hall, Inc., Englewood Cliffs"},{"issue":"11","key":"689_CR19","doi-asserted-by":"publisher","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"Y LeCun","year":"1998","unstructured":"LeCun Y, Bottou L, Bengio Y, Haffner P (1998) Gradient-based learning applied to document recognition. Proc IEEE 86(11):2278\u20132324","journal-title":"Proc IEEE"},{"issue":"3","key":"689_CR20","first-page":"1","volume":"5","author":"DE Rumelhart","year":"1988","unstructured":"Rumelhart DE, Hinton GE, Williams RJ (1988) Learning representations by back-propagating errors. Cogn Model 5(3):1","journal-title":"Cogn Model"},{"key":"689_CR21","unstructured":"LeCun Y, Cortes C (2010) Mnist handwritten digit database. AT&T Labs. \n                    http:\/\/yann.lecun.com\/exdb\/mnist"},{"key":"689_CR22","unstructured":"Yokono JJ, Poggio T (2004) Rotation invariant object recognition from one training example"},{"issue":"1","key":"689_CR23","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1109\/34.655647","volume":"20","author":"HA Rowley","year":"1998","unstructured":"Rowley HA, Baluja S, Kanade T (1998) Neural network-based face detection. IEEE Trans Pattern Anal Mach Intell 20(1):23\u201338","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"689_CR24","doi-asserted-by":"crossref","unstructured":"Fasel B, Gatica-Perez D (2006) Rotation-invariant neoperceptron. In: 18th international conference on pattern recognition, 2006. ICPR 2006. vol 3. IEEE, pp 336\u2013339","DOI":"10.1109\/ICPR.2006.1020"},{"issue":"9","key":"689_CR25","doi-asserted-by":"publisher","first-page":"1705","DOI":"10.1109\/TPAMI.2009.155","volume":"32","author":"J Chen","year":"2010","unstructured":"Chen J, Shan S, He C, Zhao G, Pietik\u00e4inen M, Chen X, Gao W (2010) Wld: a robust local image descriptor. IEEE Trans Pattern Anal Mach Intell 32(9):1705\u20131720","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"689_CR26","doi-asserted-by":"publisher","first-page":"272","DOI":"10.1016\/j.neucom.2013.05.038","volume":"122","author":"S Li","year":"2013","unstructured":"Li S, Gong D, Yuan Y (2013) Face recognition using Weber local descriptors. Neurocomputing 122:272\u2013283","journal-title":"Neurocomputing"},{"key":"689_CR27","doi-asserted-by":"crossref","unstructured":"Hussain M, Muhammad G, Saleh SQ, Mirza AM, Bebis G (2013) Image forgery detection using multi-resolution Weber local descriptors. In: EUROCON, 2013 IEEE. IEEE, pp. 1570\u20131577","DOI":"10.1109\/EUROCON.2013.6625186"},{"key":"689_CR28","doi-asserted-by":"crossref","unstructured":"Larochelle H, Erhan D, Courville A, Bergstra J, Bengio Y (2007) An empirical evaluation of deep architectures on problems with many factors of variation. In: Proceedings of the 24th international conference on machine learning (ICML \u201907). ACM, New York, pp 473\u2013480. \n                    https:\/\/doi.org\/10.1145\/1273496.1273556","DOI":"10.1145\/1273496.1273556"},{"key":"689_CR29","doi-asserted-by":"crossref","unstructured":"Cimpoi M, Maji S, Kokkinos I, Mohamed S, Vedaldi A (2014) Describing textures in the wild. In: 2014 IEEE conference on computer vision and pattern recognition, pp 3606\u20133613","DOI":"10.1109\/CVPR.2014.461"}],"container-title":["Pattern Analysis and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10044-018-0689-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-018-0689-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-018-0689-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,26]],"date-time":"2019-06-26T03:21:32Z","timestamp":1561519292000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10044-018-0689-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,2,23]]},"references-count":29,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2019,8]]}},"alternative-id":["689"],"URL":"https:\/\/doi.org\/10.1007\/s10044-018-0689-0","relation":{},"ISSN":["1433-7541","1433-755X"],"issn-type":[{"value":"1433-7541","type":"print"},{"value":"1433-755X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,2,23]]},"assertion":[{"value":"20 March 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 January 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 February 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}