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Skeleton-based human action recognition has attracted great interest thanks to the easy accessibility of the human skeleton data.
Visual perception of biological motion and a model for its analysis
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Rectified linear units improve restricted boltzmann machines
Vinod Nair and Geoffrey E Hinton · 2010
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A survey on vision-based human action recognition
Ronald Poppe · 2010
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Jake K Aggarwal and Michael S Ryoo · 2011
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Real-time human pose recognition in parts from single depth images
Jamie Shotton, Andrew Fitzgibbon, Mat Cook, Toby Sharp, Mark Finocchio, Richard Moore, Alex Kipman, and Andrew Blake · 2011
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A survey of vision-based methods for action representation, segmentation and recognition
Daniel Weinland, Remi Ronfard, and Edmond Boyer · 2011
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Mining actionlet ensemble for action recognition with depth cameras
Jiang Wang, Zicheng Liu, Ying Wu, and Junsong Yuan · 2012
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View invariant human action recognition using histograms of 3d joints
Lu Xia, Chia-Chih Chen, and Jake K Aggarwal · 2012
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Two-person interaction detection using body-pose features and multiple instance learning
Kiwon Yun, Jean Honorio, Debaleena Chattopadhyay, Tamara L Berg, and Dimitris Samaras · 2012
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Microsoft kinect sensor and its effect
Zhengyou Zhang · 2012
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
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Diederik P Kingma and Jimmy Ba · 2014
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Discriminative orderlet mining for real-time recognition of human-object interaction
Gang Yu, Zicheng Liu, and Junsong Yuan · 2014
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Skeleton based action recognition with convolutional neural network
Yong Du, Yun Fu, and Liang Wang · 2015
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Hierarchical recurrent neural network for skeleton based action recognition
Yong Du, Wei Wang, and Liang Wang · 2015
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Jointly learning heterogeneous features for rgb-d activity recognition
Jian-Fang Hu, Wei-Shi Zheng, Jianhuang Lai, and Jianguo Zhang · 2015
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Batch normalization: Accelerating deep network training by reducing internal covariate shift
Sergey Ioffe and Christian Szegedy · 2015
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Fully convolutional networks for semantic segmentation
Jonathan Long, Evan Shelhamer, and Trevor Darrell · 2015
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Semi-supervised classification with graph convolutional networks
Thomas N Kipf and Max Welling · 2016
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Spatio-temporal lstm with trust gates for 3d human action recognition
Jun Liu, Amir Shahroudy, Dong Xu, and Gang Wang · 2016
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Wavenet: A generative model for raw audio
Aaron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior, and Koray Kavukcuoglu · 2016
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Ntu rgb+ d: A large scale dataset for 3d human activity analysis
Amir Shahroudy, Jun Liu, Tian-Tsong Ng, and Gang Wang · 2016
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Co-occurrence feature learning for skeleton based action recognition using regularized deep lstm networks
Wentao Zhu, Cuiling Lan, Junliang Xing, Wenjun Zeng, Yanghao Li, Li Shen, and Xiaohui Xie · 2016
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Realtime multi-person 2d pose estimation using part affinity fields
Zhe Cao, Tomas Simon, Shih-En Wei, and Yaser Sheikh · 2017
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Skeleton-based action recognition with spatial reasoning and temporal stack learning
Chenyang Si, Ya Jing, Wei Wang, Liang Wang, and Tieniu Tan · 2018
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Skeleton-indexed deep multi-modal feature learning for high performance human action recognition
Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu · 2018
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Deep progressive reinforcement learning for skeleton-based action recognition
Yansong Tang, Yi Tian, Jiwen Lu, Peiyang Li, and Jie Zhou · 2018
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Rgb-d-based human motion recognition with deep learning: A survey
Pichao Wang, Wanqing Li, Philip Ogunbona, Jun Wan, and Sergio Escalera · 2018
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Non-local neural networks
Xiaolong Wang, Ross Girshick, Abhinav Gupta, and Kaiming He · 2018
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Videos as space-time region graphs
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Guillermo Garcia-Hernando and Tae-Kyun Kim · 2017
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Convolutional sequence to sequence learning
Jonas Gehring, Michael Auli, David Grangier, Denis Yarats, and Yann N Dauphin · 2017
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Space-time representation of people based on 3d skeletal data: A review
Fei Han, Brian Reily, William Hoff, and Hao Zhang · 2017
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A new representation of skeleton sequences for 3d action recognition
Qiuhong Ke, Mohammed Bennamoun, Senjian An, Ferdous Sohel, and Farid Boussaid · 2017
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Skeleton-based action recognition with convolutional neural networks
Chao Li, Qiaoyong Zhong, Di Xie, and Shiliang Pu · 2017
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Skeleton-based human action recognition with global context-aware attention lstm networks
Jun Liu, Gang Wang, Ling-Yu Duan, Kamila Abdiyeva, and Alex C Kot · 2017
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Global context-aware attention lstm networks for 3d action recognition
Jun Liu, Gang Wang, Ping Hu, Ling-Yu Duan, and Alex C Kot · 2017
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Xiaolong Wang and Abhinav Gupta · 2018
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Deformable pose traversal convolution for 3d action and gesture recognition
Junwu Weng, Mengyuan Liu, Xudong Jiang, and Junsong Yuan · 2018
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The microsoft 2017 conversational speech recognition system
Wayne Xiong, Lingfeng Wu, Fil Alleva, Jasha Droppo, Xuedong Huang, and Andreas Stolcke · 2018
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Spatial temporal graph convolutional networks for skeleton-based action recognition
Sijie Yan, Yuanjun Xiong, and Dahua Lin · 2018
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Adding attentiveness to the neurons in recurrent neural networks
Pengfei Zhang, Jianru Xue, Cuiling Lan, Wenjun Zeng, Zhanning Gao, and Nanning Zheng · 2018
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Skeleton-based action recognition with gated convolutional neural networks
Congqi Cao, Cuiling Lan, Yifan Zhang, Wenjun Zeng, Hanqing Lu, and Yanning Zhang · 2019
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Optimized skeleton-based action recognition via sparsified graph regression
Xiang Gao, Wei Hu, Jiaxiang Tang, Jiaying Liu, and Zongming Guo · 2019
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Bag of tricks for image classification with convolutional neural networks
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Actional-structural graph convolutional networks for skeleton-based action recognition
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Ntu rgb+ d 120: A large-scale benchmark for 3d human activity understanding
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Two-stream adaptive graph convolutional networks for skeleton-based action recognition
Lei Shi, Yifan Zhang, Jian Cheng, and Hanqing Lu · 2019
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An attention enhanced graph convolutional lstm network for skeleton-based action recognition
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Deep high-resolution representation learning for human pose estimation
Ke Sun, Bin Xiao, Dong Liu, and Jingdong Wang · 2019
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View adaptive neural networks for high performance skeleton-based human action recognition
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Eleatt-rnn: Adding attentiveness to neurons in recurrent neural networks
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Learning deep bilinear transformation for fine-grained image representation
Heliang Zheng, Jianlong Fu, Zheng-Jun Zha, and Jiebo Luo · 2019
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