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Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks


Apr 28, 2022
Zhecan Wang, Noel Codella, Yen-Chun Chen, Luowei Zhou, Xiyang Dai, Bin Xiao, Jianwei Yang, Haoxuan You, Kai-Wei Chang, Shih-fu Chang, Lu Yuan

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* arXiv admin note: substantial text overlap with arXiv:2201.05729 

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ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models


Apr 20, 2022
Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, Jianfeng Gao

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* Preprint. The first two authors contribute equally 

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K-LITE: Learning Transferable Visual Models with External Knowledge


Apr 20, 2022
Sheng Shen, Chunyuan Li, Xiaowei Hu, Yujia Xie, Jianwei Yang, Pengchuan Zhang, Anna Rohrbach, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Jianfeng Gao

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* Preprint. The first three authors contribute equally 

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Unified Contrastive Learning in Image-Text-Label Space


Apr 07, 2022
Jianwei Yang, Chunyuan Li, Pengchuan Zhang, Bin Xiao, Ce Liu, Lu Yuan, Jianfeng Gao

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* CVPR 2022 

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Parameter-efficient Fine-tuning for Vision Transformers


Mar 29, 2022
Xuehai He, Chunyuan Li, Pengchuan Zhang, Jianwei Yang, Xin Eric Wang

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Focal Modulation Networks


Mar 22, 2022
Jianwei Yang, Chunyuan Li, Jianfeng Gao

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* technical report 

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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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RegionCLIP: Region-based Language-Image Pretraining


Dec 16, 2021
Yiwu Zhong, Jianwei Yang, Pengchuan Zhang, Chunyuan Li, Noel Codella, Liunian Harold Li, Luowei Zhou, Xiyang Dai, Lu Yuan, Yin Li, Jianfeng Gao

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* Technical report 

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Grounded Language-Image Pre-training


Dec 07, 2021
Liunian Harold Li, Pengchuan Zhang, Haotian Zhang, Jianwei Yang, Chunyuan Li, Yiwu Zhong, Lijuan Wang, Lu Yuan, Lei Zhang, Jenq-Neng Hwang, Kai-Wei Chang, Jianfeng Gao

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* Code will be released at https://github.com/microsoft/GLIP 

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Florence: A New Foundation Model for Computer Vision


Nov 22, 2021
Lu Yuan, Dongdong Chen, Yi-Ling Chen, Noel Codella, Xiyang Dai, Jianfeng Gao, Houdong Hu, Xuedong Huang, Boxin Li, Chunyuan Li, Ce Liu, Mengchen Liu, Zicheng Liu, Yumao Lu, Yu Shi, Lijuan Wang, Jianfeng Wang, Bin Xiao, Zhen Xiao, Jianwei Yang, Michael Zeng, Luowei Zhou, Pengchuan Zhang

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