{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T23:10:02Z","timestamp":1748733002841,"version":"3.41.0"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319286563"},{"type":"electronic","value":"9783319286587"}],"license":[{"start":{"date-parts":[[2015,12,25]],"date-time":"2015-12-25T00:00:00Z","timestamp":1451001600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-28658-7_4","type":"book-chapter","created":{"date-parts":[[2015,12,24]],"date-time":"2015-12-24T13:31:41Z","timestamp":1450963901000},"page":"39-50","source":"Crossref","is-referenced-by-count":6,"title":["Hardware Accelerator for Facial Expression Classification Using Linear SVM"],"prefix":"10.1007","author":[{"given":"Sumeet","family":"Saurav","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sanjay","family":"Singh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ravi","family":"Saini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anil K.","family":"Saini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,12,25]]},"reference":[{"key":"4_CR1","unstructured":"Hirata, W., Tan, J.K., Kim, H., et al.: Recognizing facial expression for man-machine interaction. In: Proceedings of the IEEE ICCAS\u2013SICE (2009)"},{"issue":"1","key":"4_CR2","first-page":"21","volume":"18","author":"M Besz\u00e9de\u0161","year":"2009","unstructured":"Besz\u00e9de\u0161, M., Culverhouse, P., Oravecm, M.: Facial emotion classification using active appearance model and support vector machine classifier. Machine Graphics and Vision International Journal 18(1), 21\u201346 (2009)","journal-title":"Machine Graphics and Vision International Journal"},{"issue":"1","key":"4_CR3","doi-asserted-by":"publisher","first-page":"172","DOI":"10.1109\/TIP.2006.884954","volume":"16","author":"I Kotsia","year":"2007","unstructured":"Kotsia, I., Pitas, I.: Facial expression recognition in image sequences using geometric deformation features and support vector machines. IEEE Transactions on Image Processing 16(1), 172\u2013187 (2007)","journal-title":"IEEE Transactions on Image Processing"},{"key":"4_CR4","doi-asserted-by":"crossref","unstructured":"Kotsia, I., Pitas, I.: Real time facial expression recognition from image sequences using support vector machines. In: Visual Communications and Image Processing, International Society for Optics and Photonics (2005)","DOI":"10.1117\/12.631554"},{"key":"4_CR5","unstructured":"Dumas, M.: Emotional expression recognition using support vector machines. In: Proceedings of International Conference on Multimodal Interfaces (2001)"},{"key":"4_CR6","doi-asserted-by":"crossref","unstructured":"Tsai, H.H., Lai, Y.S., Zhang, Y.C.: Using SVM to design facial expression recognition for shape and texture features. In: Proceedings of the IEEE International Conference on Machine Learning and Cybernetics (ICMLC), vol. 5 (2010)","DOI":"10.1109\/ICMLC.2010.5580938"},{"issue":"4","key":"4_CR7","first-page":"043003","volume":"21","author":"Rajesh A. Patil","year":"2012","unstructured":"Patil, R.A., Sahula, V., Mandal, A.S.: Features classification using support vector machine for a facial expression recognition system. Journal of Electronic Imaging 21(4) (2012)","journal-title":"Journal of Electronic Imaging"},{"issue":"1","key":"4_CR8","first-page":"12","volume":"2","author":"P Visutsak","year":"2013","unstructured":"Visutsak, P.: Emotion Classification through Lower Facial Expressions using Adaptive Support Vector Machines. Journal of Man, Machine and Technology 2(1), 12\u201320 (2013)","journal-title":"Journal of Man, Machine and Technology"},{"issue":"5","key":"4_CR9","doi-asserted-by":"publisher","first-page":"993","DOI":"10.1109\/TNN.2003.816033","volume":"14","author":"D Anguita","year":"2003","unstructured":"Anguita, D., Boni, A., Ridella, S.: A digital architecture for support vector machines: theory, algorithm, and FPGA implementation. IEEE Transaction on Neural Networks 14(5), 993\u20131009 (2003)","journal-title":"IEEE Transaction on Neural Networks"},{"key":"4_CR10","doi-asserted-by":"crossref","unstructured":"Khan, F.M., Arnold, M.G., Pottenger, W.M.: Hardware-based support vector machine classification in logarithmic number systems. In: Proceedings of the IEEE International Symposium on circuits and systems, vol. 5, pp. 5154\u20135157 (2005)","DOI":"10.1109\/ISCAS.2005.1465795"},{"key":"4_CR11","doi-asserted-by":"crossref","unstructured":"Irick, K.M., DeBole, M., Narayanan, V., et al.: A hardware efficient support vector machine architecture for FPGA. In: Proceedings of the 16th IEEE International Symposium on Field-Programmable Custom Computing Machines, pp. 304\u2013305 (2008)","DOI":"10.1109\/FCCM.2008.40"},{"key":"4_CR12","doi-asserted-by":"crossref","unstructured":"Hsu, C.F., Ku, M.K., Liu, L.Y.: Support vector machine FPGA implementation for video shot boundary detection application. In: Proceedings of the IEEE International Conference on SOC, pp. 239\u2013242 (2009)","DOI":"10.1109\/SOCCON.2009.5398049"},{"key":"4_CR13","doi-asserted-by":"crossref","unstructured":"Bauer, S., Kohler, S., Doll, K., et al.: FPGA-GPU architecture for kernel SVM pedestrian detection. In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshop, pp. 61\u201368 (2010)","DOI":"10.1109\/CVPRW.2010.5543772"},{"key":"4_CR14","doi-asserted-by":"crossref","unstructured":"Pina-Ramirez, O., Valdes-Cristerna, R., Yanez-Suarez, O.: An FPGA implementation of linear kernel support vector machines. In: Proceedings of the IEEE International Conference on Reconfigurable Computing and FPGA\u2019s, pp. 1\u20136 (2006)","DOI":"10.1109\/RECONF.2006.307784"},{"key":"4_CR15","unstructured":"Nie, Z., Zhang, X., Yang, Z.: An FPGA implementation of multi-class support vector machine classifier based on posterior probability. In: Proceedings of 3rd International Conference on Computer and Electrical Engineering, pp. 296\u2013302 (2012)"},{"key":"4_CR16","doi-asserted-by":"crossref","unstructured":"Anguita, D., Ghio, A., Pischiutta, S., et al.: A hardware-friendly support vector machine for embedded automotive applications. In: Proceedings of the IEEE International Joint Conference on Neural Networks (2007)","DOI":"10.1109\/IJCNN.2007.4371156"},{"key":"4_CR17","doi-asserted-by":"publisher","first-page":"320","DOI":"10.4236\/jsea.2011.45036","volume":"4","author":"D Mahmoodi","year":"2011","unstructured":"Mahmoodi, D., Soleimani, A., Khosravi, H., et al.: FPGA simulation of linear and nonlinear support vector machine. Journal of Software Engineering and Applications 4, 320\u2013328 (2011)","journal-title":"Journal of Software Engineering and Applications"},{"key":"4_CR18","doi-asserted-by":"crossref","unstructured":"Ruiz-Llata, M., Guarnizo, G., Yebenes-Calvino, M.: FPGA implementation of a support vector machine for classification and regression. In: Proceedings of the IEEE International Joint Conference on Neural Networks, pp. 1\u20135 (2010)","DOI":"10.1109\/IJCNN.2010.5596820"},{"key":"4_CR19","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1007\/978-3-642-04274-4_49","volume-title":"Artificial Neural Networks \u2013 ICANN 2009","author":"Marta Ruiz-Llata","year":"2009","unstructured":"Ruiz-Llata, M., Y\u00e9benes-Calvino, M.: FPGA implementation of support vector machines for 3D object identification. In: Proceedings of the International Conference on Artificial Neural Networks, pp. 467\u2013474 (2009)"},{"issue":"5","key":"4_CR20","doi-asserted-by":"publisher","first-page":"553","DOI":"10.1016\/j.imavis.2006.05.002","volume":"25","author":"L Shen","year":"2007","unstructured":"Shen, L., Bai, L., Fairhurst, M.: Gabor wavelets and general discriminant analysis for face identification and verification. Image and Vision Computing 25(5), 553\u2013563 (2007)","journal-title":"Image and Vision Computing"},{"key":"4_CR21","unstructured":"Shen, L., Bai, L.: AdaBoost Gabor feature selection for classification. In: Proceedings of Image and Vision Computing, New Zealand, pp. 77\u201383 (2004)"},{"issue":"3","key":"4_CR22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"Chih-Chung Chang","year":"2011","unstructured":"Chang, C.C., Lin, C.J.: LIBSVM: A library for support vector machines. ACM Transactions on Intelligent Systems and Technology (TIST) 2(3) (2011)","journal-title":"ACM Transactions on Intelligent Systems and Technology"}],"container-title":["Advances in Intelligent Systems and Computing","Advances in Signal Processing and Intelligent Recognition Systems"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-28658-7_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T22:52:47Z","timestamp":1748731967000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-28658-7_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,12,25]]},"ISBN":["9783319286563","9783319286587"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-28658-7_4","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2015,12,25]]}}}