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Volumn 55, Issue , 2016, Pages 93-100

3D-based Deep Convolutional Neural Network for action recognition with depth sequences

Author keywords

3D convolution; Action recognition; Convolutional neural network; Deep learning; Depth sequences

Indexed keywords

ALGORITHMS; CONVOLUTION; IMAGE RETRIEVAL; MOTION ESTIMATION; MUSCULOSKELETAL SYSTEM; NEURAL NETWORKS; SUPPORT VECTOR MACHINES;

EID: 84965007465     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2016.04.004     Document Type: Article
Times cited : (143)

References (53)
  • 3
    • 84905052834 scopus 로고    scopus 로고
    • Motion boundary based sampling and 3D co-occurrence descriptors for action recognition
    • [3] Peng, X., Qiao, Y., Peng, Q., Motion boundary based sampling and 3D co-occurrence descriptors for action recognition. Image Vis. Comput. 32:9 (2014), 616–628.
    • (2014) Image Vis. Comput. , vol.32 , Issue.9 , pp. 616-628
    • Peng, X.1    Qiao, Y.2    Peng, Q.3
  • 4
    • 84885614667 scopus 로고    scopus 로고
    • Human activity recognition in videos using a single example
    • [4] Roshtkhari, M.J., Levine, M.D., Human activity recognition in videos using a single example. Image Vis. Comput. 31:11 (2013), 864–876.
    • (2013) Image Vis. Comput. , vol.31 , Issue.11 , pp. 864-876
    • Roshtkhari, M.J.1    Levine, M.D.2
  • 5
    • 84859867698 scopus 로고    scopus 로고
    • Using a product manifold distance for unsupervised action recognition
    • [5] O'Hara, S., Lui, Y.M., Draper, Bruce A., Using a product manifold distance for unsupervised action recognition. Image Vis. Comput. 30:3 (2012), 206–216.
    • (2012) Image Vis. Comput. , vol.30 , Issue.3 , pp. 206-216
    • O'Hara, S.1    Lui, Y.M.2    Draper, B.A.3
  • 13
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • [13] Hinton, G., Osindero, S., Teh, Y.-W., A fast learning algorithm for deep belief nets. Neural Comput. 18:7 (2006), 1527–1554.
    • (2006) Neural Comput. , vol.18 , Issue.7 , pp. 1527-1554
    • Hinton, G.1    Osindero, S.2    Teh, Y.-W.3
  • 22
    • 84901267217 scopus 로고    scopus 로고
    • Evaluating spatiotemporal interest point features for depth-based action recognition
    • [22] Zhu, Y., Chen, W., Guo, G., Evaluating spatiotemporal interest point features for depth-based action recognition. Image Vis. Comput. 32:8 (2014), 453–464.
    • (2014) Image Vis. Comput. , vol.32 , Issue.8 , pp. 453-464
    • Zhu, Y.1    Chen, W.2    Guo, G.3
  • 23
    • 84862789185 scopus 로고    scopus 로고
    • Structured learning of local features for human action classification and localization
    • [23] Thi, T.H., Cheng, L., Zhang, J., Wang, L., Satoh, S., Structured learning of local features for human action classification and localization. Image Vis. Comput. 30:1 (2012), 1–14.
    • (2012) Image Vis. Comput. , vol.30 , Issue.1 , pp. 1-14
    • Thi, T.H.1    Cheng, L.2    Zhang, J.3    Wang, L.4    Satoh, S.5
  • 26
    • 84994547956 scopus 로고    scopus 로고
    • Kernelized multiview projection for robust action recognition
    • [26] Shao, L., Liu, L., Yu, M., Kernelized multiview projection for robust action recognition. Int. J. Comput. Vis., 2015, 1–15.
    • (2015) Int. J. Comput. Vis. , pp. 1-15
    • Shao, L.1    Liu, L.2    Yu, M.3
  • 27
    • 84890399408 scopus 로고    scopus 로고
    • Enhanced computer vision with Microsoft Kinect sensor: a review
    • [27] Han, J., Shao, L., Xu, D., Shotton, J., Enhanced computer vision with Microsoft Kinect sensor: a review. IEEE Trans. Cybern. 43:5 (2013), 1318–1334.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.5 , pp. 1318-1334
    • Han, J.1    Shao, L.2    Xu, D.3    Shotton, J.4
  • 29
    • 84890390556 scopus 로고    scopus 로고
    • Multilevel depth and image fusion for human activity detection
    • [29] Ni, B., Pei, Y., Moulin, P., Yan, S., Multilevel depth and image fusion for human activity detection. IEEE Trans. Cybern. 43:5 (2013), 1383–1394.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.5 , pp. 1383-1394
    • Ni, B.1    Pei, Y.2    Moulin, P.3    Yan, S.4
  • 30
    • 84890357691 scopus 로고    scopus 로고
    • Free-viewpoint video of human actors using multiple handheld kinects
    • [30] Ye, G., Liu, Y., Deng, Y., Hasler, N., Ji, X., Dai, Q., Theobalt, Christian., Free-viewpoint video of human actors using multiple handheld kinects. IEEE Trans. Cybern. 43:5 (2013), 1370–1382.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.5 , pp. 1370-1382
    • Ye, G.1    Liu, Y.2    Deng, Y.3    Hasler, N.4    Ji, X.5    Dai, Q.6    Theobalt, C.7
  • 32
    • 0003654667 scopus 로고
    • A Mathematical Introduction to Robotic Manipulation
    • CRC Press
    • [32] Murray, R.M., Li, Z., Sastry, S.S., Sastry, S.S., A Mathematical Introduction to Robotic Manipulation. 1994, CRC Press.
    • (1994)
    • Murray, R.M.1    Li, Z.2    Sastry, S.S.3    Sastry, S.S.4
  • 35
    • 84867857649 scopus 로고    scopus 로고
    • Robust 3d action recognition with random occupancy patterns
    • Springer
    • [35] Wang, J., Liu, Z., Chorowski, J., Chen, Z., Wu, Y., Robust 3d action recognition with random occupancy patterns. Computer Vision-ECCV 2012, 2012, Springer, 872–885.
    • (2012) Computer Vision-ECCV 2012 , pp. 872-885
    • Wang, J.1    Liu, Z.2    Chorowski, J.3    Chen, Z.4    Wu, Y.5
  • 41
  • 44
  • 48
    • 84859886103 scopus 로고    scopus 로고
    • Selection of proper neural network sizes and architectures, a comparative study
    • [48] Hunter, D., Yu, H., Pukish, M.S. III, Kolbusz, J., Wilamowski, B.M., Selection of proper neural network sizes and architectures, a comparative study. IEEE Trans. Ind. Inf. 8:2 (2012), 228–240.
    • (2012) IEEE Trans. Ind. Inf. , vol.8 , Issue.2 , pp. 228-240
    • Hunter, D.1    Yu, H.2    Pukish, M.S.3    Kolbusz, J.4    Wilamowski, B.M.5
  • 52
    • 84910002330 scopus 로고    scopus 로고
    • Activity recognition for natural human robot interaction
    • Springer
    • [52] Chrungoo, A., Manimaran, S.S., Ravindran, B., Activity recognition for natural human robot interaction. Social Robotics, 2014, Springer, 84–94.
    • (2014) Social Robotics , pp. 84-94
    • Chrungoo, A.1    Manimaran, S.S.2    Ravindran, B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.