Bei Liu

Senior Researcher

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Publications

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- OfficeTown: Generative Organizations for Evolving Agent Intelligence
  
  Hongchen Wei, Daohong Ying, Zhicong Hong, Aidan Wu, Bei Liu, Ruichun Ma, Yifan Yang, Qi Dai, Kai Qiu, Rui Xu, Dongdong Chen, Zhenzhong Chen, Chong Luo, Dongdong Chen
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards
  
  Xin Gao, Yifan Yang, Xin Li, Pan Wang, Yan Li, Muzhao Tian, Mingxi Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Leandros Tassiulas, Rex Ying, Ji Li, Chong Luo
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
  
  Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
  
  August 2026
  
  arXiv | August 2026
  
  Publication
- DocAtlas: Long-Document Understanding as Mutable-State Interaction
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
  
  Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- Toward Generalist Autonomous Research via Hypothesis-Tree Refinement
  
  Jiajie Jin, Yuyang Hu, Kai Qiu, Qi Dai, Chong Luo, Guanting Dong, Xiaoxian Li, Tong Zhao, Xiaolong Ma, Gongrui Zhang, Zhirong Wu, Bei Liu, Zhengyuan Yang, Linjie Li, Lijuan Wang, Hongjin Qian, Yutao Zhu, Zhicheng Dou
  
  June 2026
  
  arXiv | June 2026
  
  Publication
- Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners
  
  Zheng Lu, Mingqi Gao, Qi Xie, Wanqi Zhong, Hanwen Cui, Heng Cao, Zirui Song, Yifan Yang, Chong Luo, Bei Liu, Yiming Li
  
  June 2026
  
  arXiv | June 2026
  
  Publication
- IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference
  
  Xintong Yang, Hao Gu, Bin Xu, Lujun Li, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Sirui Han, Yike Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
  
  Zisu Huang, Jingwen Xu, Yifan Yang, Ziyang Gong, Qihao Yang, Muzhao Tian, Xiaohua Wang, Changze Lv, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Xue-Ting Yang, Dongdong Chen, Xiaoqing Zheng, Chong Luo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- SkillOpt: Executive Strategy for Self-Evolving Agent Skills
  
  Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang, Ziwei Zhou, Zisu Huang, Yan Li, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Yuqing Yang, Dongdong Chen, Xue-Ting Yang, Chong Luo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
  
  Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
  
  Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
  
  ICML 2026 | February 2026
  
  Publication
- CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation
  
  Qixiu Li, Yaobo Liang, Zeyu Wang, Lin Luo, Xi Chen, Mozheng Liao, Fangyun Wei, Yu Deng, Sicheng Xu, Yizhong Zhang, Xiaofan Wang, Bei Liu, Jianlong Fu, Jianmin Bao, Dong Chen, Yuanchun Shi, Jiaolong Yang, Baining Guo
  
  November 2024
  
  arXiv | November 2024
  
  DOI Publication Publication
- MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation
  
  Ludan Ruan, Yiyang Ma, Huan Yang, Huiguo He, Bei Liu, Jianlong Fu, Nicholas Jing Yuan, Qin Jin, Baining Guo
  
  arXiv | December 2022
  
  Publication Project
- Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
  
  Yuchong Sun, Hongwei Xue, Ruihua Song, Bei Liu, Huan Yang, Jianlong Fu
  
  NeurIPS 2022 | November 2022
  
  Publication
- Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions
  
  Hongwei Xue, Tiankai Hang, Yanhong Zeng, Yuchong Sun, Bei Liu, Huan Yang, Jianlong Fu, Baining Guo
  
  CVPR 2022 | June 2022
  
  Publication Project
- Debiasing Event Understanding for Visual Commonsense Tasks
  
  Minji Seo, YeonJoon Jung, Seungtaek Choi, seung-won hwang, Bei Liu
  
  May 2022
- Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training
  
  Hongwei Xue, Yupan Huang, Bei Liu, Houwen Peng, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  NeurIPS 2021 | December 2021
  
  Publication
- Searching the Search Space of Vision Transformer
  
  Minghao Chen, Kan Wu, Bolin Ni, Houwen Peng, Bei Liu, Jianlong Fu, Hongyang Chao, Haibin Ling
  
  NeurIPS 2021 | December 2021
  
  Publication
- Learning Fine-Grained Motion Embedding for Landscape Animation
  
  Hongwei Xue, Bei Liu, Huan Yang, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  ACM Multimedia 2021 | October 2021
  
  Oral
  
  Publication Project
- A Picture is Worth a Thousand Words: A Unified System for Diverse Captions and Rich Images Generation
  
  Yupan Huang, Bei Liu, Jianlong Fu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- Unifying multimodal transformer for bi-directional image and text generation
  
  Yupan Huang, Hongwei Xue, Bei Liu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- MMPT’21: International Joint Workshop on Multi-Modal Pre-Training for Multimedia Understanding
  
  Bei Liu, Jianlong Fu, Shizhe Chen, Qin Jin, Alexander Hauptmann, Yong Rui
  
  ICMR 2021 | August 2021
  
  DOI Project
- Reference-Based Defect Detection Network
  
  Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao
  
  IEEE Transactions on Image Processing | July 2021, Vol 30: pp. 6637-6647
  
  Publication
- Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning
  
  Zhicheng Huang*, Zhaoyang Zeng*, Yupan Huang*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  CVPR 2021 | June 2021
  
  Oral
  
  Publication Project
- Aesthetic-Aware Image Style Transfer
  
  Bei Liu, Jianlong Fu
  
  ACM Multimedia | October 2020
  
  Publication Project
- Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers
  
  Zhicheng Huang*, Zhaoyang Zeng*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  MSR-TR-2020-51 | April 2020
  
  Published by Microsoft
  
  Publication Project
- Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences
  
  Shizhe Chen, Bei Liu, Jianlong Fu, Ruihua Song, Qin Jin, Pingping Lin, Xiaoyu Qi, Chunting Wang, Jin Zhou
  
  ACM Multimedia | October 2019
  
  Publication Project
- SMP Challenge: An Overview of Social Media Prediction Challenge 2019
  
  Bo Wu, Wen-Huang Cheng, Peiye Liu, Bei Liu, Zhaoyang Zeng, Jiebo Luo
  
  ACM Multimedia | October 2019
  
  Publication
- WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object Detection
  
  Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao, Lei Zhang
  
  ICCV | October 2019
  
  Publication Project
- Emotion Reinforced Visual Storytelling
  
  Nanxing Li, Bei Liu, Zhizhong Han, Yu-Shen Liu, Jianlong Fu
  
  ICMR | June 2019
  
  Publication Project
- Learning Rich Image Region Representation for Visual Question Answering
  
  Bei Liu, Zhicheng Huang, Zhaoyang Zeng, Zheyu Chen, Jianlong Fu
  
  MSR-TR-2020-1 | June 2019
  
  Published by Microsoft
  
  CVPR 2019, VQA Workshop
  
  Publication Project
- Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training
  
  Bei Liu, Jianlong Fu, Makoto P. Kato, Masatoshi Yoshikawa
  
  2018 ACM Multimedia | October 2018
  
  Best Paper Award
  
  DOI Publication PDF Project

- OfficeTown: Generative Organizations for Evolving Agent Intelligence
  
  Hongchen Wei, Daohong Ying, Zhicong Hong, Aidan Wu, Bei Liu, Ruichun Ma, Yifan Yang, Qi Dai, Kai Qiu, Rui Xu, Dongdong Chen, Zhenzhong Chen, Chong Luo, Dongdong Chen
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards
  
  Xin Gao, Yifan Yang, Xin Li, Pan Wang, Yan Li, Muzhao Tian, Mingxi Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Leandros Tassiulas, Rex Ying, Ji Li, Chong Luo
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
  
  Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
  
  August 2026
  
  arXiv | August 2026
  
  Publication
- DocAtlas: Long-Document Understanding as Mutable-State Interaction
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
  
  Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- Toward Generalist Autonomous Research via Hypothesis-Tree Refinement
  
  Jiajie Jin, Yuyang Hu, Kai Qiu, Qi Dai, Chong Luo, Guanting Dong, Xiaoxian Li, Tong Zhao, Xiaolong Ma, Gongrui Zhang, Zhirong Wu, Bei Liu, Zhengyuan Yang, Linjie Li, Lijuan Wang, Hongjin Qian, Yutao Zhu, Zhicheng Dou
  
  June 2026
  
  arXiv | June 2026
  
  Publication
- Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners
  
  Zheng Lu, Mingqi Gao, Qi Xie, Wanqi Zhong, Hanwen Cui, Heng Cao, Zirui Song, Yifan Yang, Chong Luo, Bei Liu, Yiming Li
  
  June 2026
  
  arXiv | June 2026
  
  Publication
- IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference
  
  Xintong Yang, Hao Gu, Bin Xu, Lujun Li, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Sirui Han, Yike Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- SkillOpt: Executive Strategy for Self-Evolving Agent Skills
  
  Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang, Ziwei Zhou, Zisu Huang, Yan Li, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Yuqing Yang, Dongdong Chen, Xue-Ting Yang, Chong Luo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
  
  Zisu Huang, Jingwen Xu, Yifan Yang, Ziyang Gong, Qihao Yang, Muzhao Tian, Xiaohua Wang, Changze Lv, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Xue-Ting Yang, Dongdong Chen, Xiaoqing Zheng, Chong Luo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
  
  Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
  
  Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
  
  ICML 2026 | February 2026
  
  Publication
- CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation
  
  Qixiu Li, Yaobo Liang, Zeyu Wang, Lin Luo, Xi Chen, Mozheng Liao, Fangyun Wei, Yu Deng, Sicheng Xu, Yizhong Zhang, Xiaofan Wang, Bei Liu, Jianlong Fu, Jianmin Bao, Dong Chen, Yuanchun Shi, Jiaolong Yang, Baining Guo
  
  November 2024
  
  arXiv | November 2024
  
  DOI Publication Publication
- Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
  
  Yuchong Sun, Hongwei Xue, Ruihua Song, Bei Liu, Huan Yang, Jianlong Fu
  
  NeurIPS 2022 | November 2022
  
  Publication
- Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning
  
  Zhicheng Huang*, Zhaoyang Zeng*, Yupan Huang*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  CVPR 2021 | June 2021
  
  Oral
  
  Publication Project
- Aesthetic-Aware Image Style Transfer
  
  Bei Liu, Jianlong Fu
  
  ACM Multimedia | October 2020
  
  Publication Project
- Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers
  
  Zhicheng Huang*, Zhaoyang Zeng*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  MSR-TR-2020-51 | April 2020
  
  Published by Microsoft
  
  Publication Project
- Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences
  
  Shizhe Chen, Bei Liu, Jianlong Fu, Ruihua Song, Qin Jin, Pingping Lin, Xiaoyu Qi, Chunting Wang, Jin Zhou
  
  ACM Multimedia | October 2019
  
  Publication Project
- Learning Rich Image Region Representation for Visual Question Answering
  
  Bei Liu, Zhicheng Huang, Zhaoyang Zeng, Zheyu Chen, Jianlong Fu
  
  MSR-TR-2020-1 | June 2019
  
  Published by Microsoft
  
  CVPR 2019, VQA Workshop
  
  Publication Project
- Emotion Reinforced Visual Storytelling
  
  Nanxing Li, Bei Liu, Zhizhong Han, Yu-Shen Liu, Jianlong Fu
  
  ICMR | June 2019
  
  Publication Project
- Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training
  
  Bei Liu, Jianlong Fu, Makoto P. Kato, Masatoshi Yoshikawa
  
  2018 ACM Multimedia | October 2018
  
  Best Paper Award
  
  DOI Publication PDF Project
- OfficeTown: Generative Organizations for Evolving Agent Intelligence
  
  Hongchen Wei, Daohong Ying, Zhicong Hong, Aidan Wu, Bei Liu, Ruichun Ma, Yifan Yang, Qi Dai, Kai Qiu, Rui Xu, Dongdong Chen, Zhenzhong Chen, Chong Luo, Dongdong Chen
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- DocAtlas: Long-Document Understanding as Mutable-State Interaction
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference
  
  Xintong Yang, Hao Gu, Bin Xu, Lujun Li, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Sirui Han, Yike Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- Debiasing Event Understanding for Visual Commonsense Tasks
  
  Minji Seo, YeonJoon Jung, Seungtaek Choi, seung-won hwang, Bei Liu
  
  May 2022
- Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training
  
  Bei Liu, Jianlong Fu, Makoto P. Kato, Masatoshi Yoshikawa
  
  2018 ACM Multimedia | October 2018
  
  Best Paper Award
  
  DOI Publication PDF Project
- OfficeTown: Generative Organizations for Evolving Agent Intelligence
  
  Hongchen Wei, Daohong Ying, Zhicong Hong, Aidan Wu, Bei Liu, Ruichun Ma, Yifan Yang, Qi Dai, Kai Qiu, Rui Xu, Dongdong Chen, Zhenzhong Chen, Chong Luo, Dongdong Chen
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards
  
  Xin Gao, Yifan Yang, Xin Li, Pan Wang, Yan Li, Muzhao Tian, Mingxi Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Leandros Tassiulas, Rex Ying, Ji Li, Chong Luo
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation
  
  Qixiu Li, Yaobo Liang, Zeyu Wang, Lin Luo, Xi Chen, Mozheng Liao, Fangyun Wei, Yu Deng, Sicheng Xu, Yizhong Zhang, Xiaofan Wang, Bei Liu, Jianlong Fu, Jianmin Bao, Dong Chen, Yuanchun Shi, Jiaolong Yang, Baining Guo
  
  November 2024
  
  arXiv | November 2024
  
  DOI Publication Publication
- MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation
  
  Ludan Ruan, Yiyang Ma, Huan Yang, Huiguo He, Bei Liu, Jianlong Fu, Nicholas Jing Yuan, Qin Jin, Baining Guo
  
  arXiv | December 2022
  
  Publication Project
- Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions
  
  Hongwei Xue, Tiankai Hang, Yanhong Zeng, Yuchong Sun, Bei Liu, Huan Yang, Jianlong Fu, Baining Guo
  
  CVPR 2022 | June 2022
  
  Publication Project
- Searching the Search Space of Vision Transformer
  
  Minghao Chen, Kan Wu, Bolin Ni, Houwen Peng, Bei Liu, Jianlong Fu, Hongyang Chao, Haibin Ling
  
  NeurIPS 2021 | December 2021
  
  Publication
- Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training
  
  Hongwei Xue, Yupan Huang, Bei Liu, Houwen Peng, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  NeurIPS 2021 | December 2021
  
  Publication
- Learning Fine-Grained Motion Embedding for Landscape Animation
  
  Hongwei Xue, Bei Liu, Huan Yang, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  ACM Multimedia 2021 | October 2021
  
  Oral
  
  Publication Project
- Unifying multimodal transformer for bi-directional image and text generation
  
  Yupan Huang, Hongwei Xue, Bei Liu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- A Picture is Worth a Thousand Words: A Unified System for Diverse Captions and Rich Images Generation
  
  Yupan Huang, Bei Liu, Jianlong Fu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- MMPT’21: International Joint Workshop on Multi-Modal Pre-Training for Multimedia Understanding
  
  Bei Liu, Jianlong Fu, Shizhe Chen, Qin Jin, Alexander Hauptmann, Yong Rui
  
  ICMR 2021 | August 2021
  
  DOI Project
- Reference-Based Defect Detection Network
  
  Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao
  
  IEEE Transactions on Image Processing | July 2021, Vol 30: pp. 6637-6647
  
  Publication
- Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning
  
  Zhicheng Huang*, Zhaoyang Zeng*, Yupan Huang*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  CVPR 2021 | June 2021
  
  Oral
  
  Publication Project
- Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers
  
  Zhicheng Huang*, Zhaoyang Zeng*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  MSR-TR-2020-51 | April 2020
  
  Published by Microsoft
  
  Publication Project
- WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object Detection
  
  Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao, Lei Zhang
  
  ICCV | October 2019
  
  Publication Project
- Learning Rich Image Region Representation for Visual Question Answering
  
  Bei Liu, Zhicheng Huang, Zhaoyang Zeng, Zheyu Chen, Jianlong Fu
  
  MSR-TR-2020-1 | June 2019
  
  Published by Microsoft
  
  CVPR 2019, VQA Workshop
  
  Publication Project
- AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards
  
  Xin Gao, Yifan Yang, Xin Li, Pan Wang, Yan Li, Muzhao Tian, Mingxi Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Leandros Tassiulas, Rex Ying, Ji Li, Chong Luo
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- Learning Fine-Grained Motion Embedding for Landscape Animation
  
  Hongwei Xue, Bei Liu, Huan Yang, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  ACM Multimedia 2021 | October 2021
  
  Oral
  
  Publication Project
- Unifying multimodal transformer for bi-directional image and text generation
  
  Yupan Huang, Hongwei Xue, Bei Liu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- A Picture is Worth a Thousand Words: A Unified System for Diverse Captions and Rich Images Generation
  
  Yupan Huang, Bei Liu, Jianlong Fu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- MMPT’21: International Joint Workshop on Multi-Modal Pre-Training for Multimedia Understanding
  
  Bei Liu, Jianlong Fu, Shizhe Chen, Qin Jin, Alexander Hauptmann, Yong Rui
  
  ICMR 2021 | August 2021
  
  DOI Project
- SMP Challenge: An Overview of Social Media Prediction Challenge 2019
  
  Bo Wu, Wen-Huang Cheng, Peiye Liu, Bei Liu, Zhaoyang Zeng, Jiebo Luo
  
  ACM Multimedia | October 2019
  
  Publication
- Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences
  
  Shizhe Chen, Bei Liu, Jianlong Fu, Ruihua Song, Qin Jin, Pingping Lin, Xiaoyu Qi, Chunting Wang, Jin Zhou
  
  ACM Multimedia | October 2019
  
  Publication Project
- Emotion Reinforced Visual Storytelling
  
  Nanxing Li, Bei Liu, Zhizhong Han, Yu-Shen Liu, Jianlong Fu
  
  ICMR | June 2019
  
  Publication Project
- Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training
  
  Bei Liu, Jianlong Fu, Makoto P. Kato, Masatoshi Yoshikawa
  
  2018 ACM Multimedia | October 2018
  
  Best Paper Award
  
  DOI Publication PDF Project
- ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
  
  Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
  
  August 2026
  
  arXiv | August 2026
  
  Publication
- CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation
  
  Qixiu Li, Yaobo Liang, Zeyu Wang, Lin Luo, Xi Chen, Mozheng Liao, Fangyun Wei, Yu Deng, Sicheng Xu, Yizhong Zhang, Xiaofan Wang, Bei Liu, Jianlong Fu, Jianmin Bao, Dong Chen, Yuanchun Shi, Jiaolong Yang, Baining Guo
  
  November 2024
  
  arXiv | November 2024
  
  DOI Publication Publication
- RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
  
  Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
  
  Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication

- OfficeTown: Generative Organizations for Evolving Agent Intelligence
  
  Hongchen Wei, Daohong Ying, Zhicong Hong, Aidan Wu, Bei Liu, Ruichun Ma, Yifan Yang, Qi Dai, Kai Qiu, Rui Xu, Dongdong Chen, Zhenzhong Chen, Chong Luo, Dongdong Chen
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards
  
  Xin Gao, Yifan Yang, Xin Li, Pan Wang, Yan Li, Muzhao Tian, Mingxi Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Leandros Tassiulas, Rex Ying, Ji Li, Chong Luo
  
  October 2026
  
  arXiv | October 2026
  
  Publication
- ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
  
  Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
  
  August 2026
  
  arXiv | August 2026
  
  Publication
- DocAtlas: Long-Document Understanding as Mutable-State Interaction
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding
  
  Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
  
  Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
  
  July 2026
  
  arXiv | July 2026
  
  Publication
- Toward Generalist Autonomous Research via Hypothesis-Tree Refinement
  
  Jiajie Jin, Yuyang Hu, Kai Qiu, Qi Dai, Chong Luo, Guanting Dong, Xiaoxian Li, Tong Zhao, Xiaolong Ma, Gongrui Zhang, Zhirong Wu, Bei Liu, Zhengyuan Yang, Linjie Li, Lijuan Wang, Hongjin Qian, Yutao Zhu, Zhicheng Dou
  
  June 2026
  
  arXiv | June 2026
  
  Publication
- Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners
  
  Zheng Lu, Mingqi Gao, Qi Xie, Wanqi Zhong, Hanwen Cui, Heng Cao, Zirui Song, Yifan Yang, Chong Luo, Bei Liu, Yiming Li
  
  June 2026
  
  arXiv | June 2026
  
  Publication
- IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference
  
  Xintong Yang, Hao Gu, Bin Xu, Lujun Li, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Sirui Han, Yike Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- SkillOpt: Executive Strategy for Self-Evolving Agent Skills
  
  Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang, Ziwei Zhou, Zisu Huang, Yan Li, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Yuqing Yang, Dongdong Chen, Xue-Ting Yang, Chong Luo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
  
  Zisu Huang, Jingwen Xu, Yifan Yang, Ziyang Gong, Qihao Yang, Muzhao Tian, Xiaohua Wang, Changze Lv, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Xue-Ting Yang, Dongdong Chen, Xiaoqing Zheng, Chong Luo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
  
  Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
  
  May 2026
  
  arXiv | May 2026
  
  Publication
- CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation
  
  Qixiu Li, Yaobo Liang, Zeyu Wang, Lin Luo, Xi Chen, Mozheng Liao, Fangyun Wei, Yu Deng, Sicheng Xu, Yizhong Zhang, Xiaofan Wang, Bei Liu, Jianlong Fu, Jianmin Bao, Dong Chen, Yuanchun Shi, Jiaolong Yang, Baining Guo
  
  November 2024
  
  arXiv | November 2024
  
  DOI Publication Publication
- RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
  
  Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
  
  ICML 2026 | February 2026
  
  Publication
- MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation
  
  Ludan Ruan, Yiyang Ma, Huan Yang, Huiguo He, Bei Liu, Jianlong Fu, Nicholas Jing Yuan, Qin Jin, Baining Guo
  
  arXiv | December 2022
  
  Publication Project
- Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning
  
  Yuchong Sun, Hongwei Xue, Ruihua Song, Bei Liu, Huan Yang, Jianlong Fu
  
  NeurIPS 2022 | November 2022
  
  Publication
- Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions
  
  Hongwei Xue, Tiankai Hang, Yanhong Zeng, Yuchong Sun, Bei Liu, Huan Yang, Jianlong Fu, Baining Guo
  
  CVPR 2022 | June 2022
  
  Publication Project
- Searching the Search Space of Vision Transformer
  
  Minghao Chen, Kan Wu, Bolin Ni, Houwen Peng, Bei Liu, Jianlong Fu, Hongyang Chao, Haibin Ling
  
  NeurIPS 2021 | December 2021
  
  Publication
- Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training
  
  Hongwei Xue, Yupan Huang, Bei Liu, Houwen Peng, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  NeurIPS 2021 | December 2021
  
  Publication
- Learning Fine-Grained Motion Embedding for Landscape Animation
  
  Hongwei Xue, Bei Liu, Huan Yang, Jianlong Fu, Houqiang Li, Jiebo Luo
  
  ACM Multimedia 2021 | October 2021
  
  Oral
  
  Publication Project
- Unifying multimodal transformer for bi-directional image and text generation
  
  Yupan Huang, Hongwei Xue, Bei Liu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- A Picture is Worth a Thousand Words: A Unified System for Diverse Captions and Rich Images Generation
  
  Yupan Huang, Bei Liu, Jianlong Fu, Yutong Lu
  
  ACM Multimedia 2021 | October 2021
  
  Publication Project
- MMPT’21: International Joint Workshop on Multi-Modal Pre-Training for Multimedia Understanding
  
  Bei Liu, Jianlong Fu, Shizhe Chen, Qin Jin, Alexander Hauptmann, Yong Rui
  
  ICMR 2021 | August 2021
  
  DOI Project
- Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning
  
  Zhicheng Huang*, Zhaoyang Zeng*, Yupan Huang*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  CVPR 2021 | June 2021
  
  Oral
  
  Publication Project
- Aesthetic-Aware Image Style Transfer
  
  Bei Liu, Jianlong Fu
  
  ACM Multimedia | October 2020
  
  Publication Project
- SMP Challenge: An Overview of Social Media Prediction Challenge 2019
  
  Bo Wu, Wen-Huang Cheng, Peiye Liu, Bei Liu, Zhaoyang Zeng, Jiebo Luo
  
  ACM Multimedia | October 2019
  
  Publication
- Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences
  
  Shizhe Chen, Bei Liu, Jianlong Fu, Ruihua Song, Qin Jin, Pingping Lin, Xiaoyu Qi, Chunting Wang, Jin Zhou
  
  ACM Multimedia | October 2019
  
  Publication Project
- WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object Detection
  
  Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao, Lei Zhang
  
  ICCV | October 2019
  
  Publication Project
- Emotion Reinforced Visual Storytelling
  
  Nanxing Li, Bei Liu, Zhizhong Han, Yu-Shen Liu, Jianlong Fu
  
  ICMR | June 2019
  
  Publication Project
- Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training
  
  Bei Liu, Jianlong Fu, Makoto P. Kato, Masatoshi Yoshikawa
  
  2018 ACM Multimedia | October 2018
  
  Best Paper Award
  
  DOI Publication PDF Project
- Debiasing Event Understanding for Visual Commonsense Tasks
  
  Minji Seo, YeonJoon Jung, Seungtaek Choi, seung-won hwang, Bei Liu
  
  May 2022
- Reference-Based Defect Detection Network
  
  Zhaoyang Zeng, Bei Liu, Jianlong Fu, Hongyang Chao
  
  IEEE Transactions on Image Processing | July 2021, Vol 30: pp. 6637-6647
  
  Publication
- Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers
  
  Zhicheng Huang*, Zhaoyang Zeng*, Bei Liu, Dongmei Fu, Jianlong Fu
  
  MSR-TR-2020-51 | April 2020
  
  Published by Microsoft
  
  Publication Project
- Learning Rich Image Region Representation for Visual Question Answering
  
  Bei Liu, Zhicheng Huang, Zhaoyang Zeng, Zheyu Chen, Jianlong Fu
  
  MSR-TR-2020-1 | June 2019
  
  Published by Microsoft
  
  CVPR 2019, VQA Workshop
  
  Publication Project

Bei Liu

Publications

OfficeTown: Generative Organizations for Evolving Agent Intelligence

AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards

ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation

DocAtlas: Long-Document Understanding as Mutable-State Interaction

XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding

RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners

IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference

From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills

SkillOpt: Executive Strategy for Self-Evolving Agent Skills

Covering Human Action Space for Computer Use: Data Synthesis and Benchmark

RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents

CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation

MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation

Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning

Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions

Debiasing Event Understanding for Visual Commonsense Tasks

Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training

Searching the Search Space of Vision Transformer

Learning Fine-Grained Motion Embedding for Landscape Animation

A Picture is Worth a Thousand Words: A Unified System for Diverse Captions and Rich Images Generation

Unifying multimodal transformer for bi-directional image and text generation

MMPT’21: International Joint Workshop on Multi-Modal Pre-Training for Multimedia Understanding

Reference-Based Defect Detection Network

Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning

Aesthetic-Aware Image Style Transfer

Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers

Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences

SMP Challenge: An Overview of Social Media Prediction Challenge 2019

WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object Detection

Emotion Reinforced Visual Storytelling

Learning Rich Image Region Representation for Visual Question Answering

Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training

OfficeTown: Generative Organizations for Evolving Agent Intelligence

AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards

ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation

DocAtlas: Long-Document Understanding as Mutable-State Interaction

XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding

RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners

IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference

SkillOpt: Executive Strategy for Self-Evolving Agent Skills

From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills

Covering Human Action Space for Computer Use: Data Synthesis and Benchmark

RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents

CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation

Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning

Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning

Aesthetic-Aware Image Style Transfer

Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers

Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences

Learning Rich Image Region Representation for Visual Question Answering

Emotion Reinforced Visual Storytelling

Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training

OfficeTown: Generative Organizations for Evolving Agent Intelligence

DocAtlas: Long-Document Understanding as Mutable-State Interaction

IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference

Debiasing Event Understanding for Visual Commonsense Tasks

Beyond Narrative Description: Generating Poetry from Images by Multi-Adversarial Training

OfficeTown: Generative Organizations for Evolving Agent Intelligence

AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards

CogACT: A Foundational Vision-Language-Action Model for Synergizing Cognition and Action in Robotic Manipulation

MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation

Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions

Searching the Search Space of Vision Transformer

Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training

Learning Fine-Grained Motion Embedding for Landscape Animation

Unifying multimodal transformer for bi-directional image and text generation

A Picture is Worth a Thousand Words: A Unified System for Diverse Captions and Rich Images Generation

MMPT’21: International Joint Workshop on Multi-Modal Pre-Training for Multimedia Understanding

Reference-Based Defect Detection Network

Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learning

Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers

WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object Detection

Learning Rich Image Region Representation for Visual Question Answering

AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards