• Infrared Technology
  • Vol. 44, Issue 3, 286 (2022)
Yutong ZHANG1、*, Xuping ZHAI1, and Hong NIE2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    DOI: Cite this Article
    ZHANG Yutong, ZHAI Xuping, NIE Hong. Deep Learning Method for Action Recognition Based on Low Resolution Infrared Sensors[J]. Infrared Technology, 2022, 44(3): 286 Copy Citation Text show less
    References

    [2] Hsieh Chungyang, LIN Weiyang. Video-based human action and hand gesture recognition by fusing factored matrices of dual tensors[J]. Multimedia Tools and Applications, 2017, 76(6): 7575-7594.

    [5] Kobiyama Yuta, ZHAO Qiangfu, Omomo Kazuk, et al. Analyzing correlation of resident activities based on infrared sensors[C]//IEEE International Conference on Awareness Science and Technology, 2015: 1-6.

    [6] Mashiyama S, HONG J, Ohtsuki T. Activity recognition using low resolution infrared array senso[C]//IEEE International Conference on Communications, 2015: 495-500.

    [9] Akula A , Shah A K , Ghosh R . Deep learning approach for human action recognition in infrared images[J]. Cognitive Systems Research, 2018, 50(8): 146-154.

    [11] Takayuki Kawashima, Yasutomo Kawanishi, IchiroIde Hiroshi Murase. Action recognition from extremely low-resolution thermal image sequence[C]//2017 14th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2017: 1-6, Doi: 10.1109/AVSS.2017.8078497.

    [12] FAN Xiuyi, ZHANG Huiguo, LEUNG Cyril, et al. Robust unobtrusive fall detection using infrared array sensor[J]. IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), 2017, 5(4): 194-199.

    [13] Polla F, Laurent H, Emile B. Action recognition from low-resolution infrared sensor for indoor use: a comparative study between deep learning and classical approaches[C]// 2019 20th IEEE International Conference on Mobile Data Management (MDM), 2019: 409-414.

    [14] Simonyan K, Zisserman A. Two-stream convolutional networks for action recognition in videos[J]. Advances in Neural Information Processing Systems, 2014, 1(4): 568-576.

    [15] Feichtenhofer C, Pinz A, Zisserman A. Convolutional two-stream network fusion for video action recognition[C]// IEEE International Conference on Computer Vision and Pattern Recognition CVPR, 2016: 1933-1941.

    [16] Tro.mova A A, Masciadri A, Veronese F, et al. Salice, indoor human detection based on thermal array sensor data and adaptive background estimation[J]. Journal of Computer and Communications, 2017, 5(4): 16-28.

    [17] Simonyan K, Zisserman A. Very deep convolutional networks for large-scale image recognition[C]//ICLR, 2015: 1-14.

    [18] WANG L, ZANG J, ZHANG Q, et al. Action recognition by an attention-aware temporal weighted convolutional neural network[J]. Sensors, 2018, 18(7):1979.

    [19] HE K, ZHANG X, Ren S, et al. Deep residual learning for image recognition[C]//CVPR, 2016: 770-778. Doi: 10.1109/CVPR.2016.90.

    ZHANG Yutong, ZHAI Xuping, NIE Hong. Deep Learning Method for Action Recognition Based on Low Resolution Infrared Sensors[J]. Infrared Technology, 2022, 44(3): 286
    Download Citation