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In this paper, we present a regression-based pose recognition method using cascade Transformers.
Cascaded pose regression
Piotr Dollár, Peter Welinder, and Pietro Perona · 2010
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Imagenet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton · 2012
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2d human pose estimation: New benchmark and state of the art analysis
Mykhaylo Andriluka, Leonid Pishchulin, Peter Gehler, and Bernt Schiele · 2014
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Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
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Deeppose: Human pose estimation via deep neural networks
Alexander Toshev and Christian Szegedy · 2014
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Spatial transformer networks
Max Jaderberg, Karen Simonyan, Andrew Zisserman, et al · 2015
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Show, attend and tell: Neural image caption generation with visual attention
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhudinov, Rich Zemel, and Yoshua Bengio · 2015
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Human pose estimation with iterative error feedback
J. Carreira, Pulkit Agrawal, K. Fragkiadaki, and Jitendra Malik · 2016
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Deep learning
Ian Goodfellow, Yoshua Bengio, and Aaron Courville · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Stacked hourglass networks for human pose estimation
Alejandro Newell, Kaiyu Yang, and Jia Deng · 2016
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End-to-end people detection in crowded scenes
R. Stewart, M. Andriluka, and A. Ng · 2016
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Convolutional pose machines
Shih-En Wei, Varun Ramakrishna, Takeo Kanade, and Yaser Sheikh · 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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Mask r-cnn
Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross Girshick · 2017
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Associative embedding: End-to-end learning for joint detection and grouping
Alejandro Newell, Zhiao Huang, and Jia Deng · 2017
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Towards accurate multi-person pose estimation in the wild
George Papandreou, Tyler Zhu, Nori Kanazawa, Alexander Toshev, Jonathan Tompson, Chris Bregler, and Kevin Murphy · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
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Learning feature pyramids for human pose estimation
Wei Yang, Shuang Li, Wanli Ouyang, Hongsheng Li, and Xiaogang Wang · 2017
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Cascaded pyramid network for multi-person pose estimation
Yilun Chen, Zhicheng Wang, Yuxiang Peng, Zhiqiang Zhang, Gang Yu, and Jian Sun · 2018
Pifpaf: Composite fields for human pose estimation
Sven Kreiss, Lorenzo Bertoni, and Alexandre Alahi · 2019
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Decoupled weight decay regularization
I. Loshchilov and F. Hutter · 2019
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Single-stage multi-person pose machines
Xuecheng Nie, Jiashi Feng, Jianfeng Zhang, and Shuicheng Yan · 2019
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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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Directpose: Direct end-to-end multi-person pose estimation
Zeyong Tian, Hao Chen, and Chunhua Shen · 2019
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Analyzing the structure of attention in a transformer language model
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018
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Personlab: Person pose estimation and instance segmentation with a bottom-up, part-based, geometric embedding model
George Papandreou, Tyler Zhu, Liang-Chieh Chen, Spyros Gidaris, Jonathan Tompson, and Kevin Murphy · 2018
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Niki Parmar, Ashish Vaswani, Jakob Uszkoreit, L. Kaiser, Noam Shazeer, Alexander Ku, and Dustin Tran · 2018
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Integral human pose regression
Xiao Sun, Bin Xiao, Fangyin Wei, Shuang Liang, and Yichen Wei · 2018
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Deeply learned compositional models for human pose estimation
Wei Tang, Pei Yu, and Ying Wu · 2018
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Simple baselines for human pose estimation and tracking
Bin Xiao, Haiping Wu, and Yichen Wei · 2018
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J. Vig and Yonatan Belinkov · 2019
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Xingyi Zhou, Dequan Wang, and Philipp Krähenbühl · 2019
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End-to-end object detection with transformers
Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, and Sergey Zagoruyko · 2020
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Higherhrnet: Scale-aware representation learning for bottom-up human pose estimation
Bowen Cheng, Bin Xiao, Jingdong Wang, Honghui Shi, Thomas S Huang, and Lei Zhang · 2020
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An image is worth 16x16 words: Transformers for image recognition at scale
A. Dosovitskiy, Lucas Beyer, A. Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, M. Dehghani, Matthias Minderer, Georg Heigold, S. Gelly, Jakob Uszkoreit, and N. Houlsby · 2020
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The devil is in the details: Delving into unbiased data processing for human pose estimation
Junjie Huang, Zheng Zhu, Feng Guo, and Guan Huang · 2020
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Point-set anchors for object detection, instance segmentation and pose estimation
Fangyun Wei, Xiao Sun, Hongyang Li, Jingdong Wang, and Stephen Lin · 2020
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Distribution-aware coordinate representation for human pose estimation
Feng Zhang, Xiatian Zhu, Hanbin Dai, Mao Ye, and Ce Zhu · 2020
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