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PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies



Guocheng Qian , Yuchen Li , Houwen Peng , Jinjie Mai , Hasan Abed Al Kader Hammoud , Mohamed Elhoseiny , Bernard Ghanem

* Code and models are available at https://github.com/guochengqian/pointnext 

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Certified Robustness in Federated Learning



Motasem Alfarra , Juan C. Pérez , Egor Shulgin , Peter Richtárik , Bernard Ghanem

* 17 pages, 10 figures. Code available at https://github.com/MotasemAlfarra/federated-learning-with-pytorch 

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Egocentric Video-Language Pretraining



Kevin Qinghong Lin , Alex Jinpeng Wang , Mattia Soldan , Michael Wray , Rui Yan , Eric Zhongcong Xu , Difei Gao , Rongcheng Tu , Wenzhe Zhao , Weijie Kong , Chengfei Cai , Hongfa Wang , Dima Damen , Bernard Ghanem , Wei Liu , Mike Zheng Shou

* Preprint. 22 pages, 13 figures, 11 tables. Code: https://github.com/showlab/EgoVLP 

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UnrealNAS: Can We Search Neural Architectures with Unreal Data?



Zhen Dong , Kaicheng Zhou , Guohao Li , Qiang Zhou , Mingfei Guo , Bernard Ghanem , Kurt Keutzer , Shanghang Zhang


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ETAD: A Unified Framework for Efficient Temporal Action Detection



Shuming Liu , Mengmeng Xu , Chen Zhao , Xu Zhao , Bernard Ghanem

* 17 pages, 5 figures 

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Contrastive Language-Action Pre-training for Temporal Localization



Mengmeng Xu , Erhan Gundogdu , Maksim Lapin , Bernard Ghanem , Michael Donoser , Loris Bazzani

* 18 pages, 4 figures 

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SoccerNet-Tracking: Multiple Object Tracking Dataset and Benchmark in Soccer Videos



Anthony Cioppa , Silvio Giancola , Adrien Deliege , Le Kang , Xin Zhou , Zhiyu Cheng , Bernard Ghanem , Marc Van Droogenbroeck

* Paper accepted for the CVsports workshop at CVPR2022. This document contains 8 pages + references 

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