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Mugs: A Multi-Granular Self-Supervised Learning Framework



Pan Zhou , Yichen Zhou , Chenyang Si , Weihao Yu , Teck Khim Ng , Shuicheng Yan

* code and models are available at https://github.com/sail-sg/mugs 

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MetaFormer is Actually What You Need for Vision



Weihao Yu , Mi Luo , Pan Zhou , Chenyang Si , Yichen Zhou , Xinchao Wang , Jiashi Feng , Shuicheng Yan

* Add "ResNet Strikes Back" results for comparison. Code: https://github.com/sail-sg/poolformer 

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Distilling Double Descent



Andrew Cotter , Aditya Krishna Menon , Harikrishna Narasimhan , Ankit Singh Rawat , Sashank J. Reddi , Yichen Zhou


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Towards Accurate Human Pose Estimation in Videos of Crowded Scenes



Li Yuan , Shuning Chang , Xuecheng Nie , Ziyuan Huang , Yichen Zhou , Yunpeng Chen , Jiashi Feng , Shuicheng Yan

* 2nd Place in ACM Multimedia Grand Challenge: Human in Events, Track2: Crowd Pose Estimation in Complex Events. ACM Multimedia 2020. arXiv admin note: substantial text overlap with arXiv:2010.08365, arXiv:2010.10007 

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A Simple Baseline for Pose Tracking in Videos of Crowded Scenes



Li Yuan , Shuning Chang , Ziyuan Huang , Yichen Zhou , Yunpeng Chen , Xuecheng Nie , Francis E. H. Tay , Jiashi Feng , Shuicheng Yan

* 2nd Place in ACM Multimedia Grand Challenge: Human in Events, Track3: Crowd Pose Tracking in Complex Events. ACM Multimedia 2020. arXiv admin note: substantial text overlap with arXiv:2010.08365, arXiv:2010.10008 

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Toward Accurate Person-level Action Recognition in Videos of Crowded Scenes



Li Yuan , Yichen Zhou , Shuning Chang , Ziyuan Huang , Yunpeng Chen , Xuecheng Nie , Tao Wang , Jiashi Feng , Shuicheng Yan

* ACM Multimedia 2020 
* 1'st Place in ACM Multimedia Grand Challenge: Human in Events, Track4: Person-level Action Recognition in Complex Events 

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A Deep-Learning-Based Fashion Attributes Detection Model



Menglin Jia , Yichen Zhou , Mengyun Shi , Bharath Hariharan


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Approximation Trees: Statistical Stability in Model Distillation



Yichen Zhou , Zhengze Zhou , Giles Hooker

* This paper supercedes arXiv:1610.09036 

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Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution



Yichen Zhou , Giles Hooker

* 37 pages, 5 figures. Fixed a typo in Theorem 4.2 

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