Project Florence-VL

Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone

Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang

NeurIPS 2022 | November 2022

Publication

REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering

Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan

Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022

Publication Publication

UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling

Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Faisal Ahmed, Zicheng Liu, Yumao Lu, Lijuan Wang

ECCV | October 2022

Publication

NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis

Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan

NeurIPS 2022 | July 2022

Publication

An Empirical Study of Training End-to-End Vision-and-Language Transformers

Zi-Yi Dou, Yichong Xu, Zhe Gan, Jianfeng Wang, Shuohang Wang (shuowa), Lijuan Wang (lijuanw), Chenguang Zhu, Nanyun (Violet) Peng, Zicheng Liu, Michael Zeng

CVPR | June 2022

Publication Publication

LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling

Linjie Li, Zhe Gan, Kevin Lin, Chung-Ching Lin, Zicheng Liu, Ce Liu, Lijuan Wang

| June 2022

Published by Microsoft

Publication

GLIPv2: Unifying Localization and Vision-Language Understanding

Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao

NeurIPS 2022 | June 2022

Preprint

Publication

Grounded Language-Image Pre-training

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

CVPR | June 2022

Publication

SwinBERT: End-to-End Transformers with Sparse Attention for Video Captioning

Kevin Lin, Linjie Li, Chung-Ching Lin, Faisal Ahmed, Zhe Gan, Zicheng Liu, Yumao Lu, Lijuan Wang

CVPR 2022 | June 2022

Publication

GIT: A Generative Image-to-text Transformer for Vision and Language

Jianfeng Wang, Zhengyuan Yang, Xiaowei Hu, Linjie Li, Kevin Lin, Zhe Gan, Zicheng Liu, Ce Liu, Lijuan Wang

| May 2022

Published by Microsoft

Publication

K-LITE: Learning Transferable Visual Models with External Knowledge

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

NeurIPS 2022 | April 2022

Oral Presentation (1%)

Publication

Scaling Up Vision-Language Pre-training for Image Captioning

Xiaowei Hu, Zhe Gan, Jianfeng Wang, Zhengyuan Yang, Zicheng Liu, Yumao Lu, Lijuan Wang

CVPR 2022 | March 2022

Publication

An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA

Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang

AAAI 2022 | February 2022

Publication

OVIS: Open-Vocabulary Visual Instance Search via Visual-Semantic Aligned Representation Learning

Sheng Liu, Kevin Lin, Lijuan Wang, Junsong Yuan, Zicheng Liu

AAAI 2022 | February 2022

Publication

Playing Lottery Tickets with Vision and Language

Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu, Lijuan Wang, Zicheng Liu

AAAI 2022 | February 2022

Publication

MLP Architectures for Vision-and-Language Modeling: An Empirical Study

Yixin Nie, Linjie Li, Zhe Gan, Shuohang Wang, Chenguang Zhu, Michael Zeng, Zicheng Liu, Mohit Bansal, Lijuan Wang

December 2021

Preprint

VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation

Linjie Li, Jie Lei, Zhe Gan, Licheng Yu, Yen-Chun Chen, Rohit Pillai, Yu Cheng, Luowei Zhou, Xin Eric Wang, William Yang Wang, Tamara Lee Berg, Mohit Bansal, Jingjing Liu, Lijuan Wang, Zicheng Liu

NeurIPS 2021 | December 2021

Publication

VIOLET: End-to-End Video-Language Transformers with Masked Visual-token Modeling

Tsu-Jui Fu, Linjie Li, Zhe Gan, Kevin Lin, William Yang Wang, Lijuan Wang, Zicheng Liu

arXiv preprint arXiv:2111.12681 | November 2021

Publication

Florence: A New Foundation Model for Computer Vision

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

arXiv preprint arXiv:2111.11432 | November 2021

Publication

UFO: A UniFied TransfOrmer for Vision-Language Representation Learning

Jianfeng Wang, Xiaowei Hu, Zhe Gan, Zhengyuan Yang, Xiyang Dai, Zicheng Liu, Yumao Lu, Lijuan Wang

arXiv preprint arXiv:2111.10023 | November 2021

Publication

Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models

Linjie Li, Jie Lei, Zhe Gan, Jingjing Liu

ICCV 2021 | October 2021

Publication

Compressing Visual-Linguistic Model via Knowledge Distillation

Zhiyuan Fang, Jianfeng Wang, Xiaowei Hu, Lijuan Wang, Yezhou Yang, Zicheng Liu

ICCV 2021 | October 2021

Publication

End-to-End Semi-Supervised Object Detection with Soft Teacher

Mengde Xu, Zheng Zhang, Han Hu, Jianfeng Wang, Lijuan Wang, Fangyun Wei, Xiang Bai, Zicheng Liu

ICCV 2021 | October 2021

Publication

Mesh Graphormer

Kevin Lin, Lijuan Wang, Zicheng Liu

ICCV 2021 | October 2021

Publication

VinVL: Revisiting Visual Representations in Vision-Language Models

Pengchuan Zhang, Xiujun Li, Xiaowei Hu, Jianwei Yang, Lei Zhang, Lijuan Wang, Yejin Choi, Jianfeng Gao

CVPR 2021 | June 2021

Publication

End-to-End Human Pose and Mesh Reconstruction with Transformers

Kevin Lin, Lijuan Wang, Zicheng Liu

CVPR 2021 | June 2021

Publication

Less is More: CLIPBERT for Video-and-Language Learning via Sparse Sampling

Jie Lei, Linjie Li, Luowei Zhou, Zhe Gan, Tamara L. Berg, Mohit Bansal, Jingjing Liu

CVPR 2021 | June 2021

CVPR 2021 Best Paper

Publication Github

DAP: Detection-Aware Pre-training with Weak Supervision

Yuanyi Zhong, Jianfeng Wang, Lijuan Wang, Jian Peng, Yu-Xiong Wang, Lei Zhang

CVPR 2021 | June 2021

Publication

M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training

Minheng Ni, Haoyang Huang, Lin Su, Edward Cui, Taroon Bharti, Lijuan Wang, Jianfeng Gao, Dongdong Zhang, Nan Duan

CVPR 2021 | June 2021

Publication

TAP: Text-Aware Pre-training for Text-VQA and Text-Caption

Zhengyuan Yang, Yijuan Lu, Jianfeng Wang, Xi Yin, Dinei Florencio, Lijuan Wang, Cha Zhang, Lei Zhang, Jiebo Luo

CVPR 2021 | June 2021

Publication

VIVO: Surpassing Human Performance in Novel Object Captioning with Visual Vocabulary Pre-Training

Xiaowei Hu, Xi Yin, Kevin Lin, Lijuan Wang, Lei Zhang, Jianfeng Gao, Zicheng Liu

AAAI | February 2021

PDF Publication Video Project

A Closer Look at the Robustness of Vision-and-Language Pre-trained Models

Linjie Li, Zhe Gan, Jingjing Liu

December 2020

Publication

MiniVLM: A Smaller and Faster Vision-Language Model

Jianfeng Wang, Xiaowei Hu, Pengchuan Zhang, Xiujun Li, Lijuan Wang, Lei Zhang, Jianfeng Gao, Zicheng Liu

arXiv preprint arXiv:2012.06946 | December 2020

Publication

Large-Scale Adversarial Training for Vision-and-Language Representation Learning

Zhe Gan, Yen-Chun Chen, Linjie Li, Chen Zhu, Yu Cheng, JJ (Jingjing) Liu

NeurIPS 2020 | December 2020

PDF

HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

Linjie Li, Yen-Chun Chen, Yu Cheng, Zhe Gan, Licheng Yu, Jingjing Liu

Conf. on Empirical Methods in Natural Language Processing (EMNLP 2020) | November 2020

Publication

Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks

Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

ECCV | August 2020

Publication Video Github Project Project

Behind the Scene: Revealing the Secrets of Pre-trained Vision-and-Language Models

Jize Cao, Zhe Gan, Yu Cheng, Licheng Yu, Yen-Chun Chen, JJ (Jingjing) Liu

ECCV 2020 | August 2020

PDF

UNITER: UNiversal Image-TExt Representation Learning

Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, JJ (Jingjing) Liu

ECCV 2020 | August 2020

PDF

Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone

Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang

NeurIPS 2022 | November 2022

Publication

REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering

Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan

Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022

Publication Publication

UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling

Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Faisal Ahmed, Zicheng Liu, Yumao Lu, Lijuan Wang

ECCV | October 2022

Publication

NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis

Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan

NeurIPS 2022 | July 2022

Publication

LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling

Linjie Li, Zhe Gan, Kevin Lin, Chung-Ching Lin, Zicheng Liu, Ce Liu, Lijuan Wang

| June 2022

Published by Microsoft

Publication

GLIPv2: Unifying Localization and Vision-Language Understanding

Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao

NeurIPS 2022 | June 2022

Preprint

Publication

Grounded Language-Image Pre-training

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

CVPR | June 2022

Publication

SwinBERT: End-to-End Transformers with Sparse Attention for Video Captioning

Kevin Lin, Linjie Li, Chung-Ching Lin, Faisal Ahmed, Zhe Gan, Zicheng Liu, Yumao Lu, Lijuan Wang

CVPR 2022 | June 2022

Publication

GIT: A Generative Image-to-text Transformer for Vision and Language

Jianfeng Wang, Zhengyuan Yang, Xiaowei Hu, Linjie Li, Kevin Lin, Zhe Gan, Zicheng Liu, Ce Liu, Lijuan Wang

| May 2022

Published by Microsoft

Publication

K-LITE: Learning Transferable Visual Models with External Knowledge

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

NeurIPS 2022 | April 2022

Oral Presentation (1%)

Publication

Scaling Up Vision-Language Pre-training for Image Captioning

Xiaowei Hu, Zhe Gan, Jianfeng Wang, Zhengyuan Yang, Zicheng Liu, Yumao Lu, Lijuan Wang

CVPR 2022 | March 2022

Publication

OVIS: Open-Vocabulary Visual Instance Search via Visual-Semantic Aligned Representation Learning

Sheng Liu, Kevin Lin, Lijuan Wang, Junsong Yuan, Zicheng Liu

AAAI 2022 | February 2022

Publication

An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA

Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang

AAAI 2022 | February 2022

Publication

Playing Lottery Tickets with Vision and Language

Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu, Lijuan Wang, Zicheng Liu

AAAI 2022 | February 2022

Publication

MLP Architectures for Vision-and-Language Modeling: An Empirical Study

Yixin Nie, Linjie Li, Zhe Gan, Shuohang Wang, Chenguang Zhu, Michael Zeng, Zicheng Liu, Mohit Bansal, Lijuan Wang

December 2021

Preprint

VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation

Linjie Li, Jie Lei, Zhe Gan, Licheng Yu, Yen-Chun Chen, Rohit Pillai, Yu Cheng, Luowei Zhou, Xin Eric Wang, William Yang Wang, Tamara Lee Berg, Mohit Bansal, Jingjing Liu, Lijuan Wang, Zicheng Liu

NeurIPS 2021 | December 2021

Publication

VIOLET: End-to-End Video-Language Transformers with Masked Visual-token Modeling

Tsu-Jui Fu, Linjie Li, Zhe Gan, Kevin Lin, William Yang Wang, Lijuan Wang, Zicheng Liu

arXiv preprint arXiv:2111.12681 | November 2021

Publication

Florence: A New Foundation Model for Computer Vision

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

arXiv preprint arXiv:2111.11432 | November 2021

Publication

UFO: A UniFied TransfOrmer for Vision-Language Representation Learning

Jianfeng Wang, Xiaowei Hu, Zhe Gan, Zhengyuan Yang, Xiyang Dai, Zicheng Liu, Yumao Lu, Lijuan Wang

arXiv preprint arXiv:2111.10023 | November 2021

Publication

Compressing Visual-Linguistic Model via Knowledge Distillation

Zhiyuan Fang, Jianfeng Wang, Xiaowei Hu, Lijuan Wang, Yezhou Yang, Zicheng Liu

ICCV 2021 | October 2021

Publication

VinVL: Revisiting Visual Representations in Vision-Language Models

Pengchuan Zhang, Xiujun Li, Xiaowei Hu, Jianwei Yang, Lei Zhang, Lijuan Wang, Yejin Choi, Jianfeng Gao

CVPR 2021 | June 2021

Publication

Less is More: CLIPBERT for Video-and-Language Learning via Sparse Sampling

Jie Lei, Linjie Li, Luowei Zhou, Zhe Gan, Tamara L. Berg, Mohit Bansal, Jingjing Liu

CVPR 2021 | June 2021

CVPR 2021 Best Paper

Publication Github

VIVO: Surpassing Human Performance in Novel Object Captioning with Visual Vocabulary Pre-Training

Xiaowei Hu, Xi Yin, Kevin Lin, Lijuan Wang, Lei Zhang, Jianfeng Gao, Zicheng Liu

AAAI | February 2021

PDF Publication Video Project

A Closer Look at the Robustness of Vision-and-Language Pre-trained Models

Linjie Li, Zhe Gan, Jingjing Liu

December 2020

Publication

MiniVLM: A Smaller and Faster Vision-Language Model

Jianfeng Wang, Xiaowei Hu, Pengchuan Zhang, Xiujun Li, Lijuan Wang, Lei Zhang, Jianfeng Gao, Zicheng Liu

arXiv preprint arXiv:2012.06946 | December 2020

Publication

Large-Scale Adversarial Training for Vision-and-Language Representation Learning

Zhe Gan, Yen-Chun Chen, Linjie Li, Chen Zhu, Yu Cheng, JJ (Jingjing) Liu

NeurIPS 2020 | December 2020

PDF

HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

Linjie Li, Yen-Chun Chen, Yu Cheng, Zhe Gan, Licheng Yu, Jingjing Liu

Conf. on Empirical Methods in Natural Language Processing (EMNLP 2020) | November 2020

Publication

Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks

Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

ECCV | August 2020

Publication Video Github Project Project

Behind the Scene: Revealing the Secrets of Pre-trained Vision-and-Language Models

Jize Cao, Zhe Gan, Yu Cheng, Licheng Yu, Yen-Chun Chen, JJ (Jingjing) Liu

ECCV 2020 | August 2020

PDF

UNITER: UNiversal Image-TExt Representation Learning

Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, JJ (Jingjing) Liu

ECCV 2020 | August 2020

PDF

Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone

Zi-Yi Dou, Aishwarya Kamath, Zhe Gan, Pengchuan Zhang, Jianfeng Wang, Linjie Li, Zicheng Liu, Ce Liu, Yann LeCun, Nanyun Peng, Jianfeng Gao, Lijuan Wang

NeurIPS 2022 | November 2022

Publication

REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering

Yuanze Lin, Yujia Xie, Dongdong Chen, Yichong Xu, Chenguang Zhu, Lu Yuan

Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022

Publication Publication

UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling

Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Faisal Ahmed, Zicheng Liu, Yumao Lu, Lijuan Wang

ECCV | October 2022

Publication

NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesis

Chenfei Wu, Jian Liang, Xiaowei Hu, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zicheng Liu, Yuejian Fang, Nan Duan

NeurIPS 2022 | July 2022

Publication

An Empirical Study of Training End-to-End Vision-and-Language Transformers

Zi-Yi Dou, Yichong Xu, Zhe Gan, Jianfeng Wang, Shuohang Wang (shuowa), Lijuan Wang (lijuanw), Chenguang Zhu, Nanyun (Violet) Peng, Zicheng Liu, Michael Zeng

CVPR | June 2022

Publication Publication

LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling

Linjie Li, Zhe Gan, Kevin Lin, Chung-Ching Lin, Zicheng Liu, Ce Liu, Lijuan Wang

| June 2022

Published by Microsoft

Publication

GLIPv2: Unifying Localization and Vision-Language Understanding

Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao

NeurIPS 2022 | June 2022

Preprint

Publication

Grounded Language-Image Pre-training

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

CVPR | June 2022

Publication

SwinBERT: End-to-End Transformers with Sparse Attention for Video Captioning

Kevin Lin, Linjie Li, Chung-Ching Lin, Faisal Ahmed, Zhe Gan, Zicheng Liu, Yumao Lu, Lijuan Wang

CVPR 2022 | June 2022

Publication

GIT: A Generative Image-to-text Transformer for Vision and Language

Jianfeng Wang, Zhengyuan Yang, Xiaowei Hu, Linjie Li, Kevin Lin, Zhe Gan, Zicheng Liu, Ce Liu, Lijuan Wang

| May 2022

Published by Microsoft

Publication

K-LITE: Learning Transferable Visual Models with External Knowledge

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

NeurIPS 2022 | April 2022

Oral Presentation (1%)

Publication

Scaling Up Vision-Language Pre-training for Image Captioning

Xiaowei Hu, Zhe Gan, Jianfeng Wang, Zhengyuan Yang, Zicheng Liu, Yumao Lu, Lijuan Wang

CVPR 2022 | March 2022

Publication

OVIS: Open-Vocabulary Visual Instance Search via Visual-Semantic Aligned Representation Learning

Sheng Liu, Kevin Lin, Lijuan Wang, Junsong Yuan, Zicheng Liu

AAAI 2022 | February 2022

Publication

An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA

Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang

AAAI 2022 | February 2022

Publication

Playing Lottery Tickets with Vision and Language

Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu, Lijuan Wang, Zicheng Liu

AAAI 2022 | February 2022

Publication

MLP Architectures for Vision-and-Language Modeling: An Empirical Study

Yixin Nie, Linjie Li, Zhe Gan, Shuohang Wang, Chenguang Zhu, Michael Zeng, Zicheng Liu, Mohit Bansal, Lijuan Wang

December 2021

Preprint

VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation

Linjie Li, Jie Lei, Zhe Gan, Licheng Yu, Yen-Chun Chen, Rohit Pillai, Yu Cheng, Luowei Zhou, Xin Eric Wang, William Yang Wang, Tamara Lee Berg, Mohit Bansal, Jingjing Liu, Lijuan Wang, Zicheng Liu

NeurIPS 2021 | December 2021

Publication

VIOLET: End-to-End Video-Language Transformers with Masked Visual-token Modeling

Tsu-Jui Fu, Linjie Li, Zhe Gan, Kevin Lin, William Yang Wang, Lijuan Wang, Zicheng Liu

arXiv preprint arXiv:2111.12681 | November 2021

Publication

Florence: A New Foundation Model for Computer Vision

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

arXiv preprint arXiv:2111.11432 | November 2021

Publication

UFO: A UniFied TransfOrmer for Vision-Language Representation Learning

Jianfeng Wang, Xiaowei Hu, Zhe Gan, Zhengyuan Yang, Xiyang Dai, Zicheng Liu, Yumao Lu, Lijuan Wang

arXiv preprint arXiv:2111.10023 | November 2021

Publication

Mesh Graphormer

Kevin Lin, Lijuan Wang, Zicheng Liu

ICCV 2021 | October 2021

Publication

End-to-End Semi-Supervised Object Detection with Soft Teacher

Mengde Xu, Zheng Zhang, Han Hu, Jianfeng Wang, Lijuan Wang, Fangyun Wei, Xiang Bai, Zicheng Liu

ICCV 2021 | October 2021

Publication

Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models

Linjie Li, Jie Lei, Zhe Gan, Jingjing Liu

ICCV 2021 | October 2021

Publication

Compressing Visual-Linguistic Model via Knowledge Distillation

Zhiyuan Fang, Jianfeng Wang, Xiaowei Hu, Lijuan Wang, Yezhou Yang, Zicheng Liu

ICCV 2021 | October 2021

Publication

VinVL: Revisiting Visual Representations in Vision-Language Models

Pengchuan Zhang, Xiujun Li, Xiaowei Hu, Jianwei Yang, Lei Zhang, Lijuan Wang, Yejin Choi, Jianfeng Gao

CVPR 2021 | June 2021

Publication

End-to-End Human Pose and Mesh Reconstruction with Transformers

Kevin Lin, Lijuan Wang, Zicheng Liu

CVPR 2021 | June 2021

Publication

Less is More: CLIPBERT for Video-and-Language Learning via Sparse Sampling

Jie Lei, Linjie Li, Luowei Zhou, Zhe Gan, Tamara L. Berg, Mohit Bansal, Jingjing Liu

CVPR 2021 | June 2021

CVPR 2021 Best Paper

Publication Github

TAP: Text-Aware Pre-training for Text-VQA and Text-Caption

Zhengyuan Yang, Yijuan Lu, Jianfeng Wang, Xi Yin, Dinei Florencio, Lijuan Wang, Cha Zhang, Lei Zhang, Jiebo Luo

CVPR 2021 | June 2021

Publication

DAP: Detection-Aware Pre-training with Weak Supervision

Yuanyi Zhong, Jianfeng Wang, Lijuan Wang, Jian Peng, Yu-Xiong Wang, Lei Zhang

CVPR 2021 | June 2021

Publication

M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training

Minheng Ni, Haoyang Huang, Lin Su, Edward Cui, Taroon Bharti, Lijuan Wang, Jianfeng Gao, Dongdong Zhang, Nan Duan

CVPR 2021 | June 2021

Publication

VIVO: Surpassing Human Performance in Novel Object Captioning with Visual Vocabulary Pre-Training

Xiaowei Hu, Xi Yin, Kevin Lin, Lijuan Wang, Lei Zhang, Jianfeng Gao, Zicheng Liu

AAAI | February 2021

PDF Publication Video Project

A Closer Look at the Robustness of Vision-and-Language Pre-trained Models

Linjie Li, Zhe Gan, Jingjing Liu

December 2020

Publication

MiniVLM: A Smaller and Faster Vision-Language Model

Jianfeng Wang, Xiaowei Hu, Pengchuan Zhang, Xiujun Li, Lijuan Wang, Lei Zhang, Jianfeng Gao, Zicheng Liu

arXiv preprint arXiv:2012.06946 | December 2020

Publication

Large-Scale Adversarial Training for Vision-and-Language Representation Learning

Zhe Gan, Yen-Chun Chen, Linjie Li, Chen Zhu, Yu Cheng, JJ (Jingjing) Liu

NeurIPS 2020 | December 2020

PDF

HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

Linjie Li, Yen-Chun Chen, Yu Cheng, Zhe Gan, Licheng Yu, Jingjing Liu

Conf. on Empirical Methods in Natural Language Processing (EMNLP 2020) | November 2020

Publication

Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks

Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu, Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi, Jianfeng Gao

ECCV | August 2020

Publication Video Github Project Project

Behind the Scene: Revealing the Secrets of Pre-trained Vision-and-Language Models

Jize Cao, Zhe Gan, Yu Cheng, Licheng Yu, Yen-Chun Chen, JJ (Jingjing) Liu

ECCV 2020 | August 2020

PDF

UNITER: UNiversal Image-TExt Representation Learning

Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, JJ (Jingjing) Liu

ECCV 2020 | August 2020

PDF

REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering

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NeurIPS 2021 | December 2021

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CVPR 2021 | June 2021

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| June 2022

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Conference on Neural Information Processing Systems (NeurIPS) 2022 | November 2022

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NeurIPS 2022 | July 2022

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NeurIPS 2022 | June 2022

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CVPR 2022 | June 2022

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NeurIPS 2022 | April 2022

Oral Presentation (1%)

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AAAI 2022 | February 2022

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CVPR 2021 | June 2021

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CVPR 2021 | June 2021

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AAAI | February 2021

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Large-Scale Adversarial Training for Vision-and-Language Representation Learning

Zhe Gan, Yen-Chun Chen, Linjie Li, Chen Zhu, Yu Cheng, JJ (Jingjing) Liu

NeurIPS 2020 | December 2020

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HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

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ECCV 2020 | August 2020

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MLP Architectures for Vision-and-Language Modeling: An Empirical Study

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arXiv preprint arXiv:2111.12681 | November 2021

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arXiv preprint arXiv:2111.10023 | November 2021

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arXiv preprint arXiv:2012.06946 | December 2020

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