Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations. - Peng Jin 001; Jinfa Huang; Fenglin Liu; Xian Wu 001; Shen Ge; Guoli Song; David A. Clifton; Jie Chen 001 (NeurIPS, 2022)

Toward 3D Spatial Reasoning for Human-like Text-based Visual Question Answering. - Hao Li 073; Jinfa Huang; Peng Jin 001; Guoli Song; Qi Wu 001; Jie Chen 001 (CoRR, 2022)

Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning. - Peng Jin 001; Jinfa Huang; Pengfei Xiong; Shangxuan Tian; Chang Liu 030; Xiangyang Ji; Li Yuan 007; Jie Chen 001 (CVPR, 2023)

DiffusionRet: Generative Text-Video Retrieval with Diffusion Model. - Peng Jin 001; Hao Li 073; Zesen Cheng; Kehan Li 002; Xiangyang Ji; Chang Liu 030; Li Yuan 007; Jie Chen 001 (ICCV, 2023)

Multi-granularity Interaction Simulation for Unsupervised Interactive Segmentation. - Kehan Li 002; Yian Zhao; Zhennan Wang 001; Zesen Cheng; Peng Jin 001; Xiangyang Ji; Li Yuan 007; Chang Liu 030; Jie Chen 001 (ICCV, 2023)

WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation. - Zesen Cheng; Peng Jin 001; Hao Li 073; Kehan Li 002; Siheng Li; Xiangyang Ji; Chang Liu 030; Jie Chen 001 (IJCAI, 2023)

Text-Video Retrieval with Disentangled Conceptualization and Set-to-Set Alignment. - Peng Jin 001; Hao Li 073; Zesen Cheng; Jinfa Huang; Zhennan Wang 001; Li Yuan 007; Chang Liu 030; Jie Chen 001 (IJCAI, 2023)

TG-VQA: Ternary Game of Video Question Answering. - Hao Li 073; Peng Jin 001; Zesen Cheng; Songyang Zhang; Kai Chen 026; Zhennan Wang 001; Chang Liu 030; Jie Chen 001 (IJCAI, 2023)

Act As You Wish: Fine-Grained Control of Motion Diffusion Model with Hierarchical Semantic Graphs. - Peng Jin 001; Yang Wu 001; Yanbo Fan; Zhongqian Sun; Wei Yang 019; Li Yuan 007 (NeurIPS, 2023)

Parallel Vertex Diffusion for Unified Visual Grounding. - Zesen Cheng; Kehan Li 002; Peng Jin 001; Xiangyang Ji; Li Yuan 007; Chang Liu 030; Jie Chen 001 (CoRR, 2023)

Act As You Wish: Fine-Grained Control of Motion Diffusion Model with Hierarchical Semantic Graphs. - Peng Jin 001; Yang Wu 001; Yanbo Fan; Zhongqian Sun; Yang Wei; Li Yuan 007 (CoRR, 2023)

Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding. - Peng Jin 001; Ryuichi Takanobu; Caiwan Zhang; Xiaochun Cao; Li Yuan 007 (CoRR, 2023)

FreestyleRet: Retrieving Images from Style-Diversified Queries. - Hao Li 073; Curise Jia; Peng Jin 001; Zesen Cheng; Kehan Li 002; Jialu Sui; Chang Liu 030; Li Yuan 007 (CoRR, 2023)

Repaint123: Fast and High-quality One Image to 3D Generation with Progressive Controllable 2D Repainting. - Junwu Zhang; Zhenyu Tang 004; Yatian Pang; Xinhua Cheng; Peng Jin 001; Yida Wei; Munan Ning; Li Yuan 007 (CoRR, 2023)

Weakly-Supervised 3D Spatial Reasoning for Text-Based Visual Question Answering. - Hao Li 073; Jinfa Huang; Peng Jin 001; Guoli Song; Qi Wu 001; Jie Chen 001 (IEEE Trans. Image Process., 2023)

Parallel Vertex Diffusion for Unified Visual Grounding. - Zesen Cheng; Kehan Li 002; Peng Jin 001; Siheng Li; Xiangyang Ji; Li Yuan 007; Chang Liu 030; Jie Chen 001 (AAAI, 2024)

RAP: Efficient Text-Video Retrieval with Sparse-and-Correlated Adapter. - Meng Cao 002; Haoran Tang; Jinfa Huang; Peng Jin 001; Can Zhang 001; Ruyang Liu; Long Chen 016; Xiaodan Liang; Li Yuan 007; Ge Li 002 (ACL (Findings), 2024)

Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding. - Peng Jin 001; Ryuichi Takanobu; Wancai Zhang; Xiaochun Cao; Li Yuan 007 (CVPR, 2024)

Local Action-Guided Motion Diffusion Model for Text-to-Motion Generation. - Peng Jin 001; Hao Li 073; Zesen Cheng; Kehan Li 002; Runyi Yu 002; Chang Liu 047; Xiangyang Ji; Li Yuan 007; Jie Chen 001 (ECCV (25), 2024)

FreestyleRet: Retrieving Images from Style-Diversified Queries. - Hao Li 073; Yanhao Jia; Peng Jin 001; Zesen Cheng; Kehan Li 002; Jialu Sui; Chang Liu 047; Li Yuan 007 (ECCV (23), 2024)

Repaint123: Fast and High-Quality One Image to 3D Generation with Progressive Controllable Repainting. - Junwu Zhang; Zhenyu Tang 004; Yatian Pang; Xinhua Cheng; Peng Jin 001; Yida Wei; Xing Zhou; Munan Ning; Li Yuan 007 (ECCV (25), 2024)

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection. - Bin Lin 014; Yang Ye; Bin Zhu; Jiaxi Cui; Munan Ning; Peng Jin 001; Li Yuan 007 (EMNLP, 2024)

LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference. - Zhongwei Wan; Ziang Wu; Che Liu; Jinfa Huang; Zhihong Zhu; Peng Jin 001; Longyue Wang; Li Yuan 007 (EMNLP (Findings), 2024)

Instance Brownian Bridge as Texts for Open-vocabulary Video Instance Segmentation. - Zesen Cheng; Kehan Li 002; Hao Li 073; Peng Jin 001; Chang Liu 030; Xiawu Zheng; Rongrong Ji; Jie Chen 001 (CoRR, 2024)

MoE-LLaVA: Mixture of Experts for Large Vision-Language Models. - Bin Lin 014; Zhenyu Tang 004; Yang Ye; Jiaxi Cui; Bin Zhu; Peng Jin 001; Junwu Zhang; Munan Ning; Li Yuan 007 (CoRR, 2024)

LLMBind: A Unified Modality-Task Integration Framework. - Bin Zhu; Peng Jin 001; Munan Ning; Bin Lin 014; Jinfa Huang; Qi Song 003; Jiaxi Cui; Junwu Zhang; Zhenyu Tang 004; Mingjun Pan; Xing Zhou; Li Yuan 007 (CoRR, 2024)

Local Action-Guided Motion Diffusion Model for Text-to-Motion Generation. - Peng Jin 001; Hao Li 073; Zesen Cheng; Kehan Li 002; Runyi Yu 002; Chang Liu 030; Xiangyang Ji; Li Yuan 007; Jie Chen 001 (CoRR, 2024)

MUSE: Mamba is Efficient Multi-scale Learner for Text-video Retrieval. - Haoran Tang; Meng Cao 002; Jinfa Huang; Ruyang Liu; Peng Jin 001; Ge Li 002; Xiaodan Liang (CoRR, 2024)

MoH: Multi-Head Attention as Mixture-of-Head Attention. - Peng Jin 001; Bo Zhu; Li Yuan 007; Shuicheng Yan (CoRR, 2024)

Next Patch Prediction for Autoregressive Visual Generation. - Yatian Pang; Peng Jin 001; Shuo Yang; Bin Lin 014; Bin Zhu; Zhenyu Tang 004; Liuhan Chen; Francis E. H. Tay; Ser-Nam Lim; Harry Yang; Li Yuan 007 (CoRR, 2024)

Hierarchical Banzhaf Interaction for General Video-Language Representation Learning. - Peng Jin 001; Hao Li 030; Li Yuan 007; Shuicheng Yan; Jie Chen 001 (CoRR, 2024)

Aligning Instance Brownian Bridge with Texts for Open-Vocabulary Video Instance Segmentation. - Zesen Cheng; Kehan Li 002; Hao Li 073; Peng Jin 001; Xiawu Zheng; Chang Liu; Jie Chen 001 (AAAI, 2025)

MoE++: Accelerating Mixture-of-Experts Methods with Zero-Computation Experts. - Peng Jin 001; Bo Zhu; Li Yuan 007; Shuicheng Yan (ICLR, 2025)

WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation. - Yuwei Niu; Munan Ning; Mengren Zheng; Bin Lin 014; Peng Jin 001; Jiaqi Liao; Kun-Peng Ning; Bin Zhu; Li Yuan 007 (CoRR, 2025)

MagicComp: Training-free Dual-Phase Refinement for Compositional Video Generation. - Hongyu Zhang 002; Yufan Deng; Shenghai Yuan; Peng Jin 001; Zesen Cheng; Yian Zhao; Chang Liu 030; Jie Chen 001 (CoRR, 2025)

Hierarchical Banzhaf Interaction for General Video-Language Representation Learning. - Peng Jin 001; Hao Li 073; Li Yuan 007; Shuicheng Yan; Jie Chen 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)