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SAIC_Cambridge-HuPBA-FBK Submission to the EPIC-Kitchens-100 Action Recognition Challenge 2021


Oct 06, 2021
Swathikiran Sudhakaran, Adrian Bulat, Juan-Manuel Perez-Rua, Alex Falcon, Sergio Escalera, Oswald Lanz, Brais Martinez, Georgios Tzimiropoulos

* Ranked third in the EPIC-Kitchens-100 Action Recognition Challenge @ CVPR 2021 

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Space-time Mixing Attention for Video Transformer


Jun 11, 2021
Adrian Bulat, Juan-Manuel Perez-Rua, Swathikiran Sudhakaran, Brais Martinez, Georgios Tzimiropoulos

* Updated results on SSv2 

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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

* 10 pages, 2 figures 

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Few-shot Action Recognition with Prototype-centered Attentive Learning


Feb 03, 2021
Xiatian Zhu, Antoine Toisoul, Juan-Manuel Prez-Ra, Li Zhang, Brais Martinez, Tao Xiang

* 10 pages, 4 figures 

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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

* 11 pages, 4 figures 

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High-Capacity Expert Binary Networks


Oct 07, 2020
Adrian Bulat, Brais Martinez, Georgios Tzimiropoulos


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Towards practical lipreading with distilled and efficient models


Jul 13, 2020
Pingchuan Ma, Brais Martinez, Stavros Petridis, Maja Pantic


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Egocentric Action Recognition by Video Attention and Temporal Context


Jul 03, 2020
Juan-Manuel Perez-Rua, Antoine Toisoul, Brais Martinez, Victor Escorcia, Li Zhang, Xiatian Zhu, Tao Xiang

* EPIC-Kitchens [email protected] 2020 

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Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention


Apr 02, 2020
Juan-Manuel Perez-Rua, Brais Martinez, Xiatian Zhu, Antoine Toisoul, Victor Escorcia, Tao Xiang


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Training Binary Neural Networks with Real-to-Binary Convolutions


Mar 25, 2020
Brais Martinez, Jing Yang, Adrian Bulat, Georgios Tzimiropoulos

* ICLR 2020 

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Knowledge distillation via adaptive instance normalization


Mar 09, 2020
Jing Yang, Brais Martinez, Adrian Bulat, Georgios Tzimiropoulos


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BATS: Binary ArchitecTure Search


Mar 03, 2020
Adrian Bulat, Brais Martinez, Georgios Tzimiropoulos


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Lipreading using Temporal Convolutional Networks


Jan 23, 2020
Brais Martinez, Pingchuan Ma, Stavros Petridis, Maja Pantic


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Action recognition with spatial-temporal discriminative filter banks


Aug 20, 2019
Brais Martinez, Davide Modolo, Yuanjun Xiong, Joseph Tighe

* ICCV 2019 Accepted Paper 

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A Functional Regression approach to Facial Landmark Tracking


Sep 20, 2017
Enrique Sánchez-Lozano, Georgios Tzimiropoulos, Brais Martinez, Fernando De la Torre, Michel Valstar

* IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 
* Accepted at IEEE TPAMI. This is authors' version. 0162-8828 \copyright 2017 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission. See http://www.ieee.org/publications_standards/publications/rights/index.html for more information 

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Fusing Deep Learned and Hand-Crafted Features of Appearance, Shape, and Dynamics for Automatic Pain Estimation


Jan 17, 2017
Joy Egede, Michel Valstar, Brais Martinez

* 8 pages, 5 figures 

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Cascaded Continuous Regression for Real-time Incremental Face Tracking


Aug 06, 2016
Enrique Sánchez-Lozano, Brais Martinez, Georgios Tzimiropoulos, Michel Valstar

* ECCV 2016 accepted paper, with supplementary material included as appendices. References to Equations fixed 

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