.. _gluoncv-model-zoo-action_recognition:

Action Recognition
==================

.. role:: framework
   :class: framework
.. role:: select
   :class: selected framework

.. container:: Frameworks

  .. container:: framework-group

     :framework:`MXNet`
     :framework:`Pytorch`

.. rst-class:: MXNet

MXNet
*************

.. include:: action_recognition_mxnet.rst

.. rst-class:: Pytorch

PyTorch
*************

.. include:: action_recognition_torch.rst

Reference
*************

.. [1] Limin Wang, Yuanjun Xiong, Zhe Wang and Yu Qiao. \
       "Towards Good Practices for Very Deep Two-Stream ConvNets." \
       arXiv preprint arXiv:1507.02159, 2015.
.. [2] Du Tran, Lubomir Bourdev, Rob Fergus, Lorenzo Torresani and Manohar Paluri. \
       "Learning Spatiotemporal Features with 3D Convolutional Networks." \
       In International Conference on Computer Vision (ICCV), 2015.
.. [3] Limin Wang, Yuanjun Xiong, Zhe Wang, Yu Qiao, Dahua Lin, Xiaoou Tang and Luc Van Gool. \
       "Temporal Segment Networks: Towards Good Practices for Deep Action Recognition." \
       In European Conference on Computer Vision (ECCV), 2016.
.. [4] Joao Carreira and Andrew Zisserman. \
       "Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset." \
       In Computer Vision and Pattern Recognition (CVPR), 2017.
.. [5] Zhaofan Qiu, Ting Yao and Tao Mei. \
       "Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks." \
       In International Conference on Computer Vision (ICCV), 2017.
.. [6] Du Tran, Heng Wang, Lorenzo Torresani, Jamie Ray, Yann LeCun and Manohar Paluri. \
       "A Closer Look at Spatiotemporal Convolutions for Action Recognition." \
       In Computer Vision and Pattern Recognition (CVPR), 2018.
.. [7] Xiaolong Wang, Ross Girshick, Abhinav Gupta and Kaiming He. \
       "Non-local Neural Networks." \
       In Computer Vision and Pattern Recognition (CVPR), 2018.
.. [8] Christoph Feichtenhofer, Haoqi Fan, Jitendra Malik and Kaiming He. \
       "SlowFast Networks for Video Recognition." \
       In International Conference on Computer Vision (ICCV), 2019.
.. [9] Yang, Ceyuan and Xu, Yinghao and Shi, Jianping and Dai, Bo and Zhou, Bolei. \
       "Temporal Pyramid Network for Action Recognition." \
       In Computer Vision and Pattern Recognition (CVPR), 2020.
.. [10] Du Tran, Heng Wang, Lorenzo Torresani and Matt Feiszli. \
       "Video Classification with Channel-Separated Convolutional Networks." \
       In International Conference on Computer Vision (ICCV), 2019.