{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T05:38:56Z","timestamp":1761975536366,"version":"3.40.3"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319294506"},{"type":"electronic","value":"9783319294513"}],"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"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-29451-3_54","type":"book-chapter","created":{"date-parts":[[2016,2,3]],"date-time":"2016-02-03T01:14:44Z","timestamp":1454462084000},"page":"682-694","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":31,"title":["Multimodal Gesture Recognition Using Multi-stream Recurrent Neural Network"],"prefix":"10.1007","author":[{"given":"Noriki","family":"Nishida","sequence":"first","affiliation":[]},{"given":"Hideki","family":"Nakayama","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,2,4]]},"reference":[{"key":"54_CR1","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: Imagenet classification with deep convolutional neural networks. In: Proceedings of the NIPS (2012)"},{"key":"54_CR2","doi-asserted-by":"crossref","unstructured":"Girshick, R., Donahue, J., Darrell, T., Malik, J.: Rich feature hierarchies for accurate object detection and semantic segmentation. In: Proceedings of the CVPR (2014)","DOI":"10.1109\/CVPR.2014.81"},{"key":"54_CR3","doi-asserted-by":"crossref","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Delving deep into rectifiers: surpassing human-level performance on imagenet classification. In: Proceedings of the ICCV (2015)","DOI":"10.1109\/ICCV.2015.123"},{"key":"54_CR4","unstructured":"Ioffe, S., Szegedy, C.: Batch normalization: accelerating deep network training by reducing internal covariate shift. \n                      arXiv:1502.03167\n                      \n                     (2015)"},{"key":"54_CR5","doi-asserted-by":"crossref","unstructured":"Baraldi, L., Paci, F., Serra, G., Benini, L., Cucchiara, R.: Gesture recognition in ego-centric videos using dense trajectories and hand segmentation. In: Proceedings of the EVW (2014)","DOI":"10.1109\/CVPRW.2014.107"},{"key":"54_CR6","first-page":"18565","volume":"1","author":"SM Darwish","year":"2016","unstructured":"Darwish, S.M., Madbouly, M.M., Khorsheed, M.B.: Hand gesture recognition for sign language: a new higher order fuzzy HMM approach. Hand 1, 18565 (2016)","journal-title":"Hand"},{"issue":"8","key":"54_CR7","doi-asserted-by":"publisher","first-page":"1798","DOI":"10.1109\/TPAMI.2013.50","volume":"35","author":"Y Bengio","year":"2013","unstructured":"Bengio, Y., Courville, A., Vincent, P.: Representation learning: a review and new perspectives. Trans. PAMI 35(8), 1798\u20131828 (2013)","journal-title":"Trans. PAMI"},{"key":"54_CR8","doi-asserted-by":"crossref","unstructured":"Wu, J., Cheng, J., Zhao, C., Lu, H.: Fusing multi-modal features for gesture recognition. In: Proceedings of the ICMI (2013)","DOI":"10.1145\/2522848.2532589"},{"issue":"6","key":"54_CR9","first-page":"2368","volume":"15","author":"E Ohn-Bar","year":"2014","unstructured":"Ohn-Bar, E., Trivedi, M.M.: Hand gesture recognition in real time for automotive interfaces: a multimodal vision-based approach and evaluations. Trans. ITS 15(6), 2368\u20132377 (2014)","journal-title":"Trans. ITS"},{"key":"54_CR10","unstructured":"Liu, L., Shao, L.: Learning discriminative representations from RGB-D video data. In: Proceedings of the IJCAI (2013)"},{"issue":"2","key":"54_CR11","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1207\/s15516709cog1402_1","volume":"14","author":"JL Elman","year":"1990","unstructured":"Elman, J.L.: Finding structure in time. Cogn. Sci. 14(2), 179\u2013211 (1990)","journal-title":"Cogn. Sci."},{"issue":"8","key":"54_CR12","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9(8), 1735\u20131780 (1997)","journal-title":"Neural Comput."},{"key":"54_CR13","doi-asserted-by":"crossref","unstructured":"Murakami, K., Taguchi, H.: Gesture recognition using recurrent neural networks. In: Proceedings of the SIGCHI (1991)","DOI":"10.1145\/108844.108900"},{"key":"54_CR14","doi-asserted-by":"crossref","unstructured":"Szegedy, C., Liu, W., Jia, Y., Sermanet, P., Reed, S., Anguelov, D., Rabinovich, A.: Going deeper with convolutions. In: Proceedings of the CVPR (2015)","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"54_CR15","unstructured":"Socher, R., Lin, C.C., Manning, C., Ng, A.Y.: Parsing natural scenes and natural language with recursive neural networks. In: Proceedings of the ICML (2011)"},{"key":"54_CR16","unstructured":"Gregor, K., Danihelka, I., Graves, A., and Wierstra, D.: DRAW: a recurrent neural network for image generation. \n                      arXiv:1502.04623\n                      \n                     (2015)"},{"issue":"1","key":"54_CR17","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1109\/TPAMI.2012.59","volume":"35","author":"S Ji","year":"2013","unstructured":"Ji, S., Xu, W., Yang, M., Yu, K.: 3D convolutional neural networks for human action recognition. Trans. PAMI 35(1), 221\u2013231 (2013)","journal-title":"Trans. PAMI"},{"key":"54_CR18","doi-asserted-by":"crossref","unstructured":"Karpathy, A., Toderici, G., Shetty, S., Leung, T., Sukthankar, R., Fei-Fei, L.: Large-scale video classification with convolutional neural networks. In: Proceedings of the CVPR (2014)","DOI":"10.1109\/CVPR.2014.223"},{"key":"54_CR19","doi-asserted-by":"crossref","unstructured":"Donahue, J., Hendricks, L.A., Guadarrama, S., Rohrbach, M., Venugopalan, S., Saenko, K., Darrell, T.: Long-term recurrent convolutional networks for visual recognition and description. In: Proceedings of the CVPR (2014)","DOI":"10.21236\/ADA623249"},{"key":"54_CR20","doi-asserted-by":"crossref","unstructured":"Molchanov, P., Gupta, S., Kim, K., and Kautz, J.: Hand gesture recognition with 3D convolutional neural networks. In: CVPR Workshop on Hand Gesture Recognition (2015)","DOI":"10.1109\/CVPRW.2015.7301342"},{"issue":"2","key":"54_CR21","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1109\/72.279181","volume":"5","author":"Y Bengio","year":"1994","unstructured":"Bengio, Y., Simard, P., Frasconi, P.: Learning long-term dependencies with gradient descent is difficult. Trans. Neural Netw. 5(2), 157\u2013166 (1994)","journal-title":"Trans. Neural Netw."},{"key":"54_CR22","unstructured":"Sutskever, I., Vinyals, O., Le, Q.V.: Sequence to sequence learning with neural networks. In: Proceedings of the NIPS (2014)"},{"key":"54_CR23","doi-asserted-by":"crossref","unstructured":"Cho, K., van Merrinboer, B., Bahdanau, D., Bengio, Y.: On the properties of neural machine translation: encoder-decoder approaches. In: SSST-8 (2014)","DOI":"10.3115\/v1\/W14-4012"},{"key":"54_CR24","unstructured":"Graves, A., Jaitly, N.: Towards end-to-end speech recognition with recurrent neural networks. In: Proceedings of the ICML (2014)"},{"issue":"10","key":"54_CR25","doi-asserted-by":"publisher","first-page":"1550","DOI":"10.1109\/5.58337","volume":"78","author":"PJ Werbos","year":"1990","unstructured":"Werbos, P.J.: Backpropagation through time: what it does and how to do it. Proc. IEEE 78(10), 1550\u20131560 (1990)","journal-title":"Proc. IEEE"},{"key":"54_CR26","first-page":"3","volume":"5","author":"DE Rumelhart","year":"1988","unstructured":"Rumelhart, D.E., Hinton, G.E., Williams, R.J.: Learning representations by back-propagating errors. Cogn. Model. 5, 3 (1988)","journal-title":"Cogn. Model."},{"key":"54_CR27","unstructured":"Simonyan, K., Zisserman, A.: Two-stream convolutional networks for action recognition in videos. In: Proceedings of the NIPS (2014)"},{"key":"54_CR28","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1007\/3-540-45103-X_50","volume-title":"Image Analysis","author":"G Farneb\u00e4ck","year":"2003","unstructured":"Farneb\u00e4ck, G.: Two-Frame Motion Estimation Based on Polynomial Expansion. In: Bigun, J., Gustavsson, T. (eds.) SCIA 2003. LNCS, vol. 2749, pp. 363\u2013370. Springer, Heidelberg (2003)"},{"key":"54_CR29","unstructured":"Lin, M., Chen, Q., Yan, S.: Network In network. In: Proceedings of the ICLR (2014)"},{"key":"54_CR30","unstructured":"Le, Q.V., Jaitly, N., and Hinton, G.E.: A simple way to initialize recurrent networks of rectified linear units. \n                      arXiv:1504.00941\n                      \n                     (2015)"},{"key":"54_CR31","unstructured":"Chainer. \n                      http:\/\/chainer.org\/"},{"key":"54_CR32","doi-asserted-by":"crossref","unstructured":"Choi, H., Park, H.: A hierarchical structure for gesture recognition using RGB-D sensor. In: Proceedings of the HAI (2014)","DOI":"10.1145\/2658861.2658938"},{"key":"54_CR33","doi-asserted-by":"crossref","unstructured":"Tung, P.T., Ngoc, L.Q.: Elliptical density shape model for hand gesture recognition. In: Proceedings of the ICTD (2014)","DOI":"10.1145\/2676585.2676600"}],"container-title":["Lecture Notes in Computer Science","Image and Video Technology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-29451-3_54","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,2,2]],"date-time":"2020-02-02T20:08:00Z","timestamp":1580674080000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-29451-3_54"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319294506","9783319294513"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-29451-3_54","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"4 February 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}