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Masked Image Modeling with Denoising Contrast



Kun Yi , Yixiao Ge , Xiaotong Li , Shusheng Yang , Dian Li , Jianping Wu , Ying Shan , Xiaohu Qie


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Privacy-Preserving Model Upgrades with Bidirectional Compatible Training in Image Retrieval



Shupeng Su , Binjie Zhang , Yixiao Ge , Xuyuan Xu , Yexin Wang , Chun Yuan , Ying Shan


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MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval



Yuying Ge , Yixiao Ge , Xihui Liu , Alex Jinpeng Wang , Jianping Wu , Ying Shan , Xiaohu Qie , Ping Luo


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mc-BEiT: Multi-choice Discretization for Image BERT Pre-training



Xiaotong Li , Yixiao Ge , Kun Yi , Zixuan Hu , Ying Shan , Ling-Yu Duan


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Unleashing Vanilla Vision Transformer with Masked Image Modeling for Object Detection



Yuxin Fang , Shusheng Yang , Shijie Wang , Yixiao Ge , Ying Shan , Xinggang Wang

* Preprint. Work in progress. Code and pre-trained models are available at \url{https://github.com/hustvl/MIMDet

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Revitalize Region Feature for Democratizing Video-Language Pre-training



Guanyu Cai , Yixiao Ge , Alex Jinpeng Wang , Rui Yan , Xudong Lin , Ying Shan , Lianghua He , Xiaohu Qie , Jianping Wu , Mike Zheng Shou


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Towards Universal Backward-Compatible Representation Learning



Binjie Zhang , Yixiao Ge , Yantao Shen , Shupeng Su , Fanzi Wu , Chun Yuan , Xuyuan Xu , Yexin Wang , Ying Shan


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All in One: Exploring Unified Video-Language Pre-training



Alex Jinpeng Wang , Yixiao Ge , Rui Yan , Yuying Ge , Xudong Lin , Guanyu Cai , Jianping Wu , Ying Shan , Xiaohu Qie , Mike Zheng Shou

* 18 pages. 11 figures. Code: https://github.com/showlab/all-in-one 

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Uncertainty Modeling for Out-of-Distribution Generalization



Xiaotong Li , Yongxing Dai , Yixiao Ge , Jun Liu , Ying Shan , Ling-Yu Duan

* Accepted by ICLR 2022 

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