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Bernard Ghanem

ANCER: Anisotropic Certification via Sample-wise Volume Maximization


Jul 20, 2021
Francisco Eiras, Motasem Alfarra, M. Pawan Kumar, Philip H. S. Torr, Puneet K. Dokania, Bernard Ghanem, Adel Bibi

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* First two authors and the last one contributed equally to this work 
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DeformRS: Certifying Input Deformations with Randomized Smoothing


Jul 02, 2021
Motasem Alfarra, Adel Bibi, Naeemullah Khan, Philip H. S. Torr, Bernard Ghanem

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* First two authors contributed equally to this work 
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Training Graph Neural Networks with 1000 Layers


Jun 17, 2021
Guohao Li, Matthias Müller, Bernard Ghanem, Vladlen Koltun

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* Accepted at ICML'2021. Code available at https://www.deepgcns.org/arch/gnn1000. Work done during Guohao Li's internship at Intel Intelligent Systems Lab 
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APES: Audiovisual Person Search in Untrimmed Video


Jun 03, 2021
Juan Leon Alcazar, Long Mai, Federico Perazzi, Joon-Young Lee, Pablo Arbelaez, Bernard Ghanem, Fabian Caba Heilbron

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SCTN: Sparse Convolution-Transformer Network for Scene Flow Estimation


Jun 02, 2021
Bing Li, Cheng Zheng, Silvio Giancola, Bernard Ghanem

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Camera Calibration and Player Localization in SoccerNet-v2 and Investigation of their Representations for Action Spotting


Apr 19, 2021
Anthony Cioppa, Adrien Deliège, Floriane Magera, Silvio Giancola, Olivier Barnich, Bernard Ghanem, Marc Van Droogenbroeck

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* Paper accepted at the CVsports workshop at CVPR2021 
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Temporally-Aware Feature Pooling for Action Spotting in Soccer Broadcasts


Apr 14, 2021
Silvio Giancola, Bernard Ghanem

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* 8 pages, Camera-Ready for CVSports 2021 (CVPRW) 
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Low-Fidelity End-to-End Video Encoder Pre-training for Temporal Action Localization


Mar 30, 2021
Mengmeng Xu, Juan-Manuel Perez-Rua, Xiatian Zhu, Bernard Ghanem, Brais Martinez

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* 10 pages, 2 figures 
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Combating Adversaries with Anti-Adversaries


Mar 26, 2021
Motasem Alfarra, Juan C. Pérez, Ali Thabet, Adel Bibi, Philip H. S. Torr, Bernard Ghanem

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* 15 pages, 5 figures, 7 tables 
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AniGAN: Style-Guided Generative Adversarial Networks for Unsupervised Anime Face Generation


Feb 24, 2021
Bing Li, Yuanlue Zhu, Yitong Wang, Chia-Wen Lin, Bernard Ghanem, Linlin Shen

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MAAS: Multi-modal Assignation for Active Speaker Detection


Jan 11, 2021
Juan León-Alcázar, Fabian Caba Heilbron, Ali Thabet, Bernard Ghanem

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SALA: Soft Assignment Local Aggregation for 3D Semantic Segmentation


Dec 29, 2020
Hani Itani, Silvio Giancola, Ali Thabet, Bernard Ghanem

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Video Self-Stitching Graph Network for Temporal Action Localization


Dec 13, 2020
Chen Zhao, Ali Thabet, Bernard Ghanem

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Data Dependent Randomized Smoothing


Dec 08, 2020
Motasem Alfarra, Adel Bibi, Philip H. S. Torr, Bernard Ghanem

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* First two authors contributed equally to this work 
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SoccerNet-v2 : A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos


Nov 26, 2020
Adrien Deliège, Anthony Cioppa, Silvio Giancola, Meisam J. Seikavandi, Jacob V. Dueholm, Kamal Nasrollahi, Bernard Ghanem, Thomas B. Moeslund, Marc Van Droogenbroeck

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* This document contains 8 pages + references + supplementary material 
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MVTN: Multi-View Transformation Network for 3D Shape Recognition


Nov 26, 2020
Abdullah Hamdi, Silvio Giancola, Bing Li, Ali Thabet, Bernard Ghanem

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* preprint 
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Boundary-sensitive Pre-training for Temporal Localization in Videos


Nov 24, 2020
Mengmeng Xu, Juan-Manuel Perez-Rua, Victor Escorcia, Brais Martinez, Xiatian Zhu, Li Zhang, Bernard Ghanem, Tao Xiang

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* 11 pages, 4 figures 
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TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks


Nov 23, 2020
Humam Alwassel, Silvio Giancola, Bernard Ghanem

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VLG-Net: Video-Language Graph Matching Network for Video Grounding


Nov 19, 2020
Sisi Qu, Mattia Soldan, Mengmeng Xu, Jesper Tegner, Bernard Ghanem

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* 12 pages, 5 figures 
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FLAG: Adversarial Data Augmentation for Graph Neural Networks


Oct 19, 2020
Kezhi Kong, Guohao Li, Mucong Ding, Zuxuan Wu, Chen Zhu, Bernard Ghanem, Gavin Taylor, Tom Goldstein

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LC-NAS: Latency Constrained Neural Architecture Search for Point Cloud Networks


Aug 24, 2020
Guohao Li, Mengmeng Xu, Silvio Giancola, Ali Thabet, Bernard Ghanem

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* Originally submitted to ECCV'2020 but rejected. This work was filed with the United States Patent and Trademark Office (USPTO) on May 19, 2020 and assigned Serial No. 63/027,241 
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The End-of-End-to-End: A Video Understanding Pentathlon Challenge (2020)


Aug 03, 2020
Samuel Albanie, Yang Liu, Arsha Nagrani, Antoine Miech, Ernesto Coto, Ivan Laptev, Rahul Sukthankar, Bernard Ghanem, Andrew Zisserman, Valentin Gabeur, Chen Sun, Karteek Alahari, Cordelia Schmid, Shizhe Chen, Yida Zhao, Qin Jin, Kaixu Cui, Hui Liu, Chen Wang, Yudong Jiang, Xiaoshuai Hao

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* Individual reports, dataset information, rules, and released source code can be found at the competition webpage (https://www.robots.ox.ac.uk/~vgg/challenges/video-pentathlon) 
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ClusTR: Clustering Training for Robustness


Jun 24, 2020
Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem

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* 16 pages, 4 figures, 5 tables 
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Network Moments: Extensions and Sparse-Smooth Attacks


Jun 21, 2020
Modar Alfadly, Adel Bibi, Emilio Botero, Salman Alsubaihi, Bernard Ghanem

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DeeperGCN: All You Need to Train Deeper GCNs


Jun 13, 2020
Guohao Li, Chenxin Xiong, Ali Thabet, Bernard Ghanem

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* This work is still working in process. More results will be updated in the future version. Project website: https://www.deepgcns.org 
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ClustTR: Clustering Training for Robustness


Jun 13, 2020
Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem

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* 16 pages, 4 figures 
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