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Learning Visual Representation from Modality-Shared Contrastive Language-Image Pre-training


Jul 26, 2022
Haoxuan You, Luowei Zhou, Bin Xiao, Noel Codella, Yu Cheng, Ruochen Xu, Shih-Fu Chang, Lu Yuan

* Accepted by ECCV 2022, 22 pages, 4 figures 

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Multimodal Event Graphs: Towards Event Centric Understanding of Multimodal World


Jun 14, 2022
Hammad A. Ayyubi, Christopher Thomas, Lovish Chum, Rahul Lokesh, Yulei Niu, Xudong Lin, Long Chen, Jaywon Koo, Sounak Ray, Shih-Fu Chang


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Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language Retrieval


Jun 05, 2022
Xudong Lin, Simran Tiwari, Shiyuan Huang, Manling Li, Mike Zheng Shou, Heng Ji, Shih-Fu Chang

* Work in progress 

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Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners


May 29, 2022
Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji


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Multimodal Few-Shot Object Detection with Meta-Learning Based Cross-Modal Prompting


Apr 16, 2022
Guangxing Han, Jiawei Ma, Shiyuan Huang, Long Chen, Rama Chellappa, Shih-Fu Chang

* 22 pages 

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Fine-Grained Visual Entailment


Mar 29, 2022
Christopher Thomas, Yipeng Zhang, Shih-Fu Chang


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Few-Shot Object Detection with Fully Cross-Transformer


Mar 28, 2022
Guangxing Han, Jiawei Ma, Shiyuan Huang, Long Chen, Shih-Fu Chang

* Accepted by CVPR 2022 

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Learning To Recognize Procedural Activities with Distant Supervision


Jan 26, 2022
Xudong Lin, Fabio Petroni, Gedas Bertasius, Marcus Rohrbach, Shih-Fu Chang, Lorenzo Torresani

* work in progress 

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CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks


Jan 15, 2022
Zhecan Wang, Noel Codella, Yen-Chun Chen, Luowei Zhou, Jianwei Yang, Xiyang Dai, Bin Xiao, Haoxuan You, Shih-Fu Chang, Lu Yuan


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