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PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data


Dec 08, 2022
Roei Herzig, Ofir Abramovich, Elad Ben-Avraham, Assaf Arbelle, Leonid Karlinsky, Ariel Shamir, Trevor Darrell, Amir Globerson

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* Tech report 

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Teaching Structured Vision&Language Concepts to Vision&Language Models


Nov 21, 2022
Sivan Doveh, Assaf Arbelle, Sivan Harary, Rameswar Panda, Roei Herzig, Eli Schwartz, Donghyun Kim, Raja Giryes, Rogerio Feris, Shimon Ullman, Leonid Karlinsky

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FETA: Towards Specializing Foundation Models for Expert Task Applications


Sep 08, 2022
Amit Alfassy, Assaf Arbelle, Oshri Halimi, Sivan Harary, Roei Herzig, Eli Schwartz, Rameswar Panda, Michele Dolfi, Christoph Auer, Kate Saenko, PeterW. J. Staar, Rogerio Feris, Leonid Karlinsky

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Structured Video Tokens @ Ego4D PNR Temporal Localization Challenge 2022


Jun 15, 2022
Elad Ben-Avraham, Roei Herzig, Karttikeya Mangalam, Amir Bar, Anna Rohrbach, Leonid Karlinsky, Trevor Darrell, Amir Globerson

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* Ego4D CVPR22 Object State Localization challenge. arXiv admin note: substantial text overlap with arXiv:2206.06346 

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Bringing Image Scene Structure to Video via Frame-Clip Consistency of Object Tokens


Jun 15, 2022
Elad Ben-Avraham, Roei Herzig, Karttikeya Mangalam, Amir Bar, Anna Rohrbach, Leonid Karlinsky, Trevor Darrell, Amir Globerson

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* Tech report 

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Unsupervised Domain Generalization by Learning a Bridge Across Domains


Dec 04, 2021
Sivan Harary, Eli Schwartz, Assaf Arbelle, Peter Staar, Shady Abu-Hussein, Elad Amrani, Roei Herzig, Amit Alfassy, Raja Giryes, Hilde Kuehne, Dina Katabi, Kate Saenko, Rogerio Feris, Leonid Karlinsky

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Object-Region Video Transformers


Oct 13, 2021
Roei Herzig, Elad Ben-Avraham, Karttikeya Mangalam, Amir Bar, Gal Chechik, Anna Rohrbach, Trevor Darrell, Amir Globerson

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* Tech report 

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DETReg: Unsupervised Pretraining with Region Priors for Object Detection


Jun 08, 2021
Amir Bar, Xin Wang, Vadim Kantorov, Colorado J Reed, Roei Herzig, Gal Chechik, Anna Rohrbach, Trevor Darrell, Amir Globerson

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* preprint, under review 

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Learning Object Detection from Captions via Textual Scene Attributes


Sep 30, 2020
Achiya Jerbi, Roei Herzig, Jonathan Berant, Gal Chechik, Amir Globerson

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Compositional Video Synthesis with Action Graphs


Jul 13, 2020
Amir Bar, Roei Herzig, Xiaolong Wang, Gal Chechik, Trevor Darrell, Amir Globerson

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