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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

* Technical report 

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SGEITL: Scene Graph Enhanced Image-Text Learning for Visual Commonsense Reasoning


Dec 16, 2021
Zhecan Wang, Haoxuan You, Liunian Harold Li, Alireza Zareian, Suji Park, Yiqing Liang, Kai-Wei Chang, Shih-Fu Chang

* AAAI 2022 
* AAAI 2022 

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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

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

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Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning


Sep 14, 2021
Da Yin, Liunian Harold Li, Ziniu Hu, Nanyun Peng, Kai-Wei Chang

* EMNLP 2021. Code and data are available at https://github.com/WadeYin9712/GD-VCR 

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BERTHop: An Effective Vision-and-Language Model for Chest X-ray Disease Diagnosis


Aug 10, 2021
Masoud Monajatipoor, Mozhdeh Rouhsedaghat, Liunian Harold Li, Aichi Chien, C. -C. Jay Kuo, Fabien Scalzo, Kai-Wei Chang

* 10 pages, 8 figures, Accepted in ICCV workshop 

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How Much Can CLIP Benefit Vision-and-Language Tasks?


Jul 13, 2021
Sheng Shen, Liunian Harold Li, Hao Tan, Mohit Bansal, Anna Rohrbach, Kai-Wei Chang, Zhewei Yao, Kurt Keutzer

* 14 pages 

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Weakly-supervised VisualBERT: Pre-training without Parallel Images and Captions


Oct 24, 2020
Liunian Harold Li, Haoxuan You, Zhecan Wang, Alireza Zareian, Shih-Fu Chang, Kai-Wei Chang


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VisualBERT: A Simple and Performant Baseline for Vision and Language


Aug 09, 2019
Liunian Harold Li, Mark Yatskar, Da Yin, Cho-Jui Hsieh, Kai-Wei Chang

* Work in Progress 

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Efficient Contextual Representation Learning Without Softmax Layer


Feb 28, 2019
Liunian Harold Li, Patrick H. Chen, Cho-Jui Hsieh, Kai-Wei Chang

* Work in progress 

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