Optimizing Video Object Detection via a Scale-Time Lattice. - Kai Chen 026; Jiaqi Wang 003; Shuo Yang 003; Xingcheng Zhang; Yuanjun Xiong; Chen Change Loy; Dahua Lin (CVPR, 2018)

Hybrid Task Cascade for Instance Segmentation. - Kai Chen 026; Jiangmiao Pang; Jiaqi Wang 003; Yu Xiong; Xiaoxiao Li; Shuyang Sun; Wansen Feng; Ziwei Liu 002; Jianping Shi; Wanli Ouyang; Chen Change Loy; Dahua Lin (CVPR, 2019)

Region Proposal by Guided Anchoring. - Jiaqi Wang 003; Kai Chen 026; Shuo Yang 003; Chen Change Loy; Dahua Lin (CVPR, 2019)

CARAFE: Content-Aware ReAssembly of FEatures. - Jiaqi Wang 003; Kai Chen 026; Rui Xu 014; Ziwei Liu 002; Chen Change Loy; Dahua Lin (ICCV, 2019)

MMDetection: Open MMLab Detection Toolbox and Benchmark. - Kai Chen 026; Jiaqi Wang 003; Jiangmiao Pang; Yuhang Cao; Yu Xiong; Xiaoxiao Li; Shuyang Sun; Wansen Feng; Ziwei Liu 002; Jiarui Xu; Zheng Zhang 023; Dazhi Cheng; et al. (CoRR, 2019)

Side-Aware Boundary Localization for More Precise Object Detection. - Jiaqi Wang 003; Wenwei Zhang; Yuhang Cao; Kai Chen 026; Jiangmiao Pang; Tao Gong; Jianping Shi; Chen Change Loy; Dahua Lin (ECCV (4), 2020)

Seesaw Loss for Long-Tailed Instance Segmentation. - Jiaqi Wang 003; Wenwei Zhang; Yuhang Zang; Yuhang Cao; Jiangmiao Pang; Tao Gong; Kai Chen 026; Ziwei Liu 002; Chen Change Loy; Dahua Lin (CVPR, 2021)

MMFashion: An Open-Source Toolbox for Visual Fashion Analysis. - Xin Liu 075; Jiancheng Li; Jiaqi Wang 003; Ziwei Liu 002 (ACM Multimedia, 2021)

Few-Shot Object Detection via Association and DIscrimination. - Yuhang Cao; Jiaqi Wang 003; Ying Jin; Tong Wu; Kai Chen 026; Ziwei Liu 002; Dahua Lin (NeurIPS, 2021)

Texture Memory-Augmented Deep Patch-Based Image Inpainting. - Rui Xu 014; Minghao Guo; Jiaqi Wang 003; Xiaoxiao Li; Bolei Zhou; Chen Change Loy (IEEE Trans. Image Process., 2021)

LAVT: Language-Aware Vision Transformer for Referring Image Segmentation. - Zhao Yang 002; Jiaqi Wang 003; Yansong Tang; Kai Chen 026; Hengshuang Zhao; Philip H. S. Torr (CVPR, 2022)

PYSKL: Towards Good Practices for Skeleton Action Recognition. - Haodong Duan; Jiaqi Wang 003; Kai Chen 026; Dahua Lin (ACM Multimedia, 2022)

Semi-Supervised Semantic Segmentation via Gentle Teaching Assistant. - Ying Jin; Jiaqi Wang 003; Dahua Lin (NeurIPS, 2022)

MINI: Mining Implicit Novel Instances for Few-Shot Object Detection. - Yuhang Cao; Jiaqi Wang 003; Yiqi Lin; Dahua Lin (CoRR, 2022)

What Are Expected Queries in End-to-End Object Detection? - Shilong Zhang; Xinjiang Wang; Jiaqi Wang 003; Jiangmiao Pang; Kai Chen 026 (CoRR, 2022)

DG-STGCN: Dynamic Spatial-Temporal Modeling for Skeleton-based Action Recognition. - Haodong Duan; Jiaqi Wang 003; Kai Chen 026; Dahua Lin (CoRR, 2022)

CARAFE++: Unified Content-Aware ReAssembly of FEatures. - Jiaqi Wang 003; Kai Chen 026; Rui Xu 014; Ziwei Liu 002; Chen Change Loy; Dahua Lin (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Semantics-Aware Dynamic Localization and Refinement for Referring Image Segmentation. - Zhao Yang 002; Jiaqi Wang 003; Yansong Tang; Kai Chen 026; Hengshuang Zhao; Philip H. S. Torr (AAAI, 2023)

Self-Supervised Action Representation Learning from Partial Spatio-Temporal Skeleton Sequences. - Yujie Zhou; Haodong Duan; Anyi Rao; Bing Su 001; Jiaqi Wang 003 (AAAI, 2023)

BUOL: A Bottom-Up Framework with Occupancy-Aware Lifting for Panoptic 3D Scene Reconstruction From a Single Image. - Tao Chu; Pan Zhang 001; Qiong Liu; Jiaqi Wang 003 (CVPR, 2023)

Multi-Level Logit Distillation. - Ying Jin; Jiaqi Wang 003; Dahua Lin (CVPR, 2023)

OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation. - Tong Wu; Jiarui Zhang; Xiao Fu; Yuxin Wang; Jiawei Ren 001; Liang Pan; Wayne Wu; Lei Yang 059; Jiaqi Wang 003; Chen Qian 006; Dahua Lin; Ziwei Liu 002 (CVPR, 2023)

Dense Distinct Query for End-to-End Object Detection. - Shilong Zhang; Xinjiang Wang; Jiaqi Wang 003; Jiangmiao Pang; Chengqi Lyu; Wenwei Zhang; Ping Luo 002; Kai Chen 026 (CVPR, 2023)

V3Det: Vast Vocabulary Visual Detection Dataset. - Jiaqi Wang 003; Pan Zhang 001; Tao Chu; Yuhang Cao; Yujie Zhou; Tong Wu; Bin Wang 065; Conghui He; Dahua Lin (ICCV, 2023)

Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstruction. - Tong Wu; Jiaqi Wang 003; Xingang Pan; Xudong Xu; Christian Theobalt; Ziwei Liu 002; Dahua Lin (ICLR, 2023)

UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers. - Dachuan Shi; Chaofan Tao; Ying Jin; Zhendong Yang; Chun Yuan; Jiaqi Wang 003 (ICML, 2023)

Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization. - Yujie Zhou; Wenwen Qiang; Anyi Rao; Ning Lin; Bing Su 001; Jiaqi Wang 003 (ACM Multimedia, 2023)

HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image. - Tong Wu; Zhibing Li; Shuai Yang 001; Pan Zhang 001; Xingang Pan; Jiaqi Wang 003; Dahua Lin; Ziwei Liu 002 (SIGGRAPH Asia, 2023)

OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation. - Tong Wu; Jiarui Zhang; Xiao Fu; Yuxin Wang; Jiawei Ren 001; Liang Pan; Wayne Wu; Lei Yang 045; Jiaqi Wang 003; Chen Qian 006; Dahua Lin; Ziwei Liu 002 (CoRR, 2023)

WanJuan: A Comprehensive Multimodal Dataset for Advancing English and Chinese Large Models. - Conghui He; Zhenjiang Jin; Chao Xu; Jiantao Qiu; Bin Wang 065; Wei Li 044; Hang Yan 001; Jiaqi Wang 003; Dahua Lin (CoRR, 2023)

MLLM-DataEngine: An Iterative Refinement Approach for MLLM. - Zhiyuan Zhao; Linke Ouyang; Bin Wang 065; Siyuan Huang 003; Pan Zhang 001; Xiaoyi Dong; Jiaqi Wang 003; Conghui He (CoRR, 2023)

InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition. - Pan Zhang 001; Xiaoyi Dong; Bin Wang 065; Yuhang Cao; Chao Xu; Linke Ouyang; Zhiyuan Zhao; Shuangrui Ding; Songyang Zhang; Haodong Duan; Wenwei Zhang; Hang Yan 001; et al. (CoRR, 2023)

Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization. - Zhiyuan Zhao; Bin Wang 065; Linke Ouyang; Xiaoyi Dong; Jiaqi Wang 003; Conghui He (CoRR, 2023)

Gemini vs GPT-4V: A Preliminary Comparison and Combination of Vision-Language Models Through Qualitative Cases. - Zhangyang Qi; Ye Fang; Mengchen Zhang 001; Zeyi Sun 002; Tong Wu; Ziwei Liu 002; Dahua Lin; Jiaqi Wang 003; Hengshuang Zhao (CoRR, 2023)

OCBEV: Object-Centric BEV Transformer for Multi-View 3D Object Detection. - Zhangyang Qi; Jiaqi Wang 003; Xiaoyang Wu 002; Hengshuang Zhao (3DV, 2024)

VIGC: Visual Instruction Generation and Correction. - Bin Wang 065; Fan Wu; Xiao Han; Jiahui Peng; Huaping Zhong; Pan Zhang 001; Xiaoyi Dong; Weijia Li; Wei Li 044; Jiaqi Wang 003; Conghui He (AAAI, 2024)

Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder. - Jiaqi Wang 003; Zhenxi Song; Zhengyu Ma; Xipeng Qiu; Min Zhang; Zhiguo Zhang (ACL (1), 2024)

Alpha-CLIP: A CLIP Model Focusing on Wherever you Want. - Zeyi Sun 002; Ye Fang; Tong Wu; Pan Zhang 001; Yuhang Zang; Shu Kong; Yuanjun Xiong; Dahua Lin; Jiaqi Wang 003 (CVPR, 2024)

OneLLM: One Framework to Align All Modalities with Language. - Jiaming Han; Kaixiong Gong; Yiyuan Zhang; Jiaqi Wang 003; Kaipeng Zhang; Dahua Lin; Yu Qiao 001; Peng Gao 007; Xiangyu Yue 001 (CVPR, 2024)

OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation. - Qidong Huang; Xiaoyi Dong; Pan Zhang 001; Bin Wang 065; Conghui He; Jiaqi Wang 003; Dahua Lin; Weiming Zhang 001; Nenghai Yu (CVPR, 2024)

GPT4Point: A Unified Framework for Point-Language Understanding and Generation. - Zhangyang Qi; Ye Fang; Zeyi Sun 002; Xiaoyang Wu 002; Tong Wu; Jiaqi Wang 003; Dahua Lin; Hengshuang Zhao (CVPR, 2024)

ShareGPT4V: Improving Large Multi-modal Models with Better Captions. - Lin Chen 026; Jinsong Li 001; Xiaoyi Dong; Pan Zhang 001; Conghui He; Jiaqi Wang 003; Feng Zhao 004; Dahua Lin (ECCV (17), 2024)

MMBench: Is Your Multi-modal Model an All-Around Player? - Yuan Liu 025; Haodong Duan; Yuanhan Zhang; Bo Li 080; Songyang Zhang; Wangbo Zhao; Yike Yuan; Jiaqi Wang 003; Conghui He; Ziwei Liu 002; Kai Chen 026; Dahua Lin (ECCV (6), 2024)

Adversarial Prompt Tuning for Vision-Language Models. - Jiaming Zhang 006; Xingjun Ma; Xin Wang 119; Lingyu Qiu; Jiaqi Wang 003; Yu-Gang Jiang 001; Jitao Sang (ECCV (45), 2024)

Long-CLIP: Unlocking the Long-Text Capability of CLIP. - Beichen Zhang; Pan Zhang 001; Xiaoyi Dong; Yuhang Zang; Jiaqi Wang 003 (ECCV (51), 2024)

CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers. - Dachuan Shi; Chaofan Tao; Anyi Rao; Zhendong Yang; Chun Yuan; Jiaqi Wang 003 (ICML, 2024)

VLMEvalKit: An Open-Source ToolKit for Evaluating Large Multi-Modality Models. - Haodong Duan; Junming Yang 001; Yuxuan Qiao; Xinyu Fang; Lin Chen 026; Yuan Liu 025; Xiaoyi Dong; Yuhang Zang; Pan Zhang 001; Jiaqi Wang 003; Dahua Lin; Kai Chen 026 (ACM Multimedia, 2024)

ShareGPT4Video: Improving Video Understanding and Generation with Better Captions. - Lin Chen 016; Xilin Wei; Jinsong Li 001; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Zehui Chen; Haodong Duan; Lin Bin; Zhenyu Tang 004; Li Yuan 007; Yu Qiao 001; et al. (NeurIPS, 2024)

Are We on the Right Way for Evaluating Large Vision-Language Models? - Lin Chen; Jinsong Li 001; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Zehui Chen; Haodong Duan; Jiaqi Wang 003; Yu Qiao 001; Dahua Lin; Feng Zhao 004 (NeurIPS, 2024)

InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD. - Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Bin Wang 065; Linke Ouyang; Songyang Zhang; Haodong Duan; Wenwei Zhang; Yining Li; Hang Yan 001; Yang Gao 042; et al. (NeurIPS, 2024)

Make-it-Real: Unleashing Large Multimodal Model for Painting 3D Objects with Realistic Materials. - Ye Fang; Zeyi Sun 002; Tong Wu; Jiaqi Wang 003; Ziwei Liu 002; Gordon Wetzstein; Dahua Lin (NeurIPS, 2024)

MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs. - Ziyu Liu; Tao Chu; Yuhang Zang; Xilin Wei; Xiaoyi Dong; Pan Zhang 001; Zijian Liang; Yuanjun Xiong; Yu Qiao 001; Dahua Lin; Jiaqi Wang 003 (NeurIPS, 2024)

MMLONGBENCH-DOC: Benchmarking Long-context Document Understanding with Visualizations. - Yubo Ma; Yuhang Zang; Liangyu Chen 005; Meiqi Chen 001; Yizhu Jiao; Xinze Li; Xinyuan Lu; Ziyu Liu; Yan Ma; Xiaoyi Dong; Pan Zhang 001; Liangming Pan; et al. (NeurIPS, 2024)

Streaming Long Video Understanding with Large Language Models. - Rui Qian 001; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Shuangrui Ding; Dahua Lin; Jiaqi Wang 003 (NeurIPS, 2024)

Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs. - Yuxuan Qiao; Haodong Duan; Xinyu Fang; Junming Yang 001; Lin Chen 026; Songyang Zhang; Jiaqi Wang 003; Dahua Lin; Kai Chen 026 (NeurIPS, 2024)

FiVA: Fine-grained Visual Attribute Dataset for Text-to-Image Diffusion Models. - Tong Wu; Yinghao Xu 001; Ryan Po; Mengchen Zhang 001; Guandao Yang; Jiaqi Wang 003; Ziwei Liu 002; Dahua Lin; Gordon Wetzstein (NeurIPS, 2024)

How far are we to GPT-4V? Closing the gap to commercial multimodal models with open-source suites. - Zhe Chen 017; Weiyun Wang; Hao Tian 006; Shenglong Ye; Zhangwei Gao; Erfei Cui; Wenwen Tong; Kongzhi Hu; Jiapeng Luo; Zheng Ma; Ji Ma; Jiaqi Wang 003; et al. (Sci. China Inf. Sci., 2024)

InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model. - Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Bin Wang 065; Linke Ouyang; Xilin Wei; Songyang Zhang; Haodong Duan; Maosong Cao; Wenwei Zhang; Yining Li; et al. (CoRR, 2024)

SepRep-Net: Multi-source Free Domain Adaptation via Model Separation And Reparameterization. - Ying Jin; Jiaqi Wang 003; Dahua Lin (CoRR, 2024)

DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large Language Models. - Yuhang Cao; Pan Zhang 001; Xiaoyi Dong; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

SongComposer: A Large Language Model for Lyric and Melody Composition in Song Generation. - Shuangrui Ding; Zihan Liu; Xiaoyi Dong; Pan Zhang 001; Rui Qian 001; Conghui He; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

RAR: Retrieving And Ranking Augmented MLLMs for Visual Recognition. - Ziyu Liu; Zeyi Sun 002; Yuhang Zang; Wei Li 044; Pan Zhang 001; Xiaoyi Dong; Yuanjun Xiong; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

InternLM2 Technical Report. - Zheng Cai; Maosong Cao; Haojiong Chen; Kai Chen 026; Keyu Chen; Xin Chen; Xun Chen; Zehui Chen; Zhi Chen 006; Pei Chu; Xiaoyi Dong; Haodong Duan; et al. (CoRR, 2024)

Are We on the Right Way for Evaluating Large Vision-Language Models? - Lin Chen 026; Jinsong Li 001; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Zehui Chen; Haodong Duan; Jiaqi Wang 003; Yu Qiao 001; Dahua Lin; Feng Zhao 004 (CoRR, 2024)

Unified Scene Representation and Reconstruction for 3D Large Language Models. - Tao Chu; Pan Zhang 001; Xiaoyi Dong; Yuhang Zang; Qiong Liu; Jiaqi Wang 003 (CoRR, 2024)

Make-it-Real: Unleashing Large Multimodal Model's Ability for Painting 3D Objects with Realistic Materials. - Ye Fang; Zeyi Sun 002; Tong Wu; Jiaqi Wang 003; Ziwei Liu 002; Gordon Wetzstein; Dahua Lin (CoRR, 2024)

ReasonPix2Pix: Instruction Reasoning Dataset for Advanced Image Editing. - Ying Jin; Pengyang Ling; Xiaoyi Dong; Pan Zhang 001; Jiaqi Wang 003; Dahua Lin (CoRR, 2024)

Bootstrap3D: Improving 3D Content Creation with Synthetic Data. - Zeyi Sun 002; Tong Wu; Pan Zhang 001; Yuhang Zang; Xiaoyi Dong; Yuanjun Xiong; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

ShareGPT4Video: Improving Video Understanding and Generation with Better Captions. - Lin Chen 026; Xilin Wei; Jinsong Li 001; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Zehui Chen; Haodong Duan; Bin Lin 014; Zhenyu Tang 004; Li Yuan 007; Yu Qiao 001; et al. (CoRR, 2024)

V3Det Challenge 2024 on Vast Vocabulary and Open Vocabulary Object Detection: Methods and Results. - Jiaqi Wang 003; Yuhang Zang; Pan Zhang 001; Tao Chu; Yuhang Cao; Zeyi Sun 002; Ziyu Liu; Xiaoyi Dong; Tong Wu; Dahua Lin; Zeming Chen 002; Zhi Wang; et al. (CoRR, 2024)

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output. - Pan Zhang 001; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Rui Qian 001; Lin Chen 026; Qipeng Guo; Haodong Duan; Bin Wang 065; Linke Ouyang; Songyang Zhang; Wenwei Zhang; et al. (CoRR, 2024)

Tailor3D: Customized 3D Assets Editing and Generation with Dual-Side Images. - Zhangyang Qi; Yunhan Yang; Mengchen Zhang 001; Long Xing; Xiaoyang Wu 002; Tong Wu; Dahua Lin; Xihui Liu; Jiaqi Wang 003; Hengshuang Zhao (CoRR, 2024)

BroadWay: Boost Your Text-to-Video Generation Model in a Training-free Way. - Jiazi Bu; Pengyang Ling; Pan Zhang 001; Tong Wu; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate. - Qidong Huang; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Jiaqi Wang 003; Dahua Lin; Weiming Zhang 001; Nenghai Yu (CoRR, 2024)

SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree. - Shuangrui Ding; Rui Qian 001; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Yuwei Guo 002; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction. - Long Xing; Qidong Huang; Xiaoyi Dong; Jiajie Lu; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Conghui He; Jiaqi Wang 003; Feng Wu; Dahua Lin (CoRR, 2024)

X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models. - Zeyi Sun 002; Ziyang Chu; Pan Zhang 001; Tong Wu; Xiaoyi Dong; Yuhang Zang; Yuanjun Xiong; Dahua Lin; Jiaqi Wang 003 (CoRR, 2024)

SimC3D: A Simple Contrastive 3D Pretraining Framework Using RGB Images. - Jiahua Dong; Tong Wu; Rui Qian 001; Jiaqi Wang 003 (CoRR, 2024)

InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions. - Pan Zhang 001; Xiaoyi Dong; Yuhang Cao; Yuhang Zang; Rui Qian 001; Xilin Wei; Lin Chen 026; Yifei Li; Junbo Niu; Shuangrui Ding; Qipeng Guo; Haodong Duan; et al. (CoRR, 2024)

Prediction model of radiotherapy outcome for Ocular Adnexal Lymphoma using informative features selected by chemometric algorithms. - Min Zhou; Jiaqi Wang 003; Jiahao Shi; Guangtao Zhai; Xiaowen Zhou; Lulu Ye; Lunhao Li; Menghan Hu; Yixiong Zhou (Comput. Biol. Medicine, 2024)

ConDA: state-based data augmentation for context-dependent text-to-SQL. - Dingzirui Wang; Longxu Dou; Wanxiang Che; Jiaqi Wang 003; Jinbo Liu; Lixin Li; Jingan Shang; Lei Tao; Jie Zhang; Cong Fu 014; Xuri Song (Int. J. Mach. Learn. Cybern., 2024)

Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning. - Runchuan Zhu; Zhipeng Ma; Jiang Wu 003; Junyuan Gao; Jiaqi Wang 003; Dahua Lin; Conghui He (AAAI, 2025)

SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition. - Shuangrui Ding; Zihan Liu; Xiaoyi Dong; Pan Zhang 001; Rui Qian 001; Junhao Huang; Conghui He; Dahua Lin; Jiaqi Wang 003 (ACL (1), 2025)

Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings. - Yubo Ma; Jinsong Li 001; Yuhang Zang; Xiaobao Wu; Xiaoyi Dong; Pan Zhang 001; Yuhang Cao; Haodong Duan; Jiaqi Wang 003; Yixin Cao 002; Aixin Sun (ACL (Findings), 2025)

InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model. - Yuhang Zang; Xiaoyi Dong; Pan Zhang 001; Yuhang Cao; Ziyu Liu; Shengyuan Ding; Shenxi Wu; Yubo Ma; Haodong Duan; Wenwei Zhang; Kai Chen 026; Dahua Lin; et al. (ACL (Findings), 2025)

OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference. - Xiangyu Zhao; Shengyuan Ding; Zicheng Zhang; Haian Huang; Maosongcao Maosongcao; Jiaqi Wang 003; Weiyun Wang; Xinyu Fang; Wenhai Wang; Guangtao Zhai; Hua Yang 001; Haodong Duan; et al. (ACL (1), 2025)

Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction. - Rui Qian 001; Shuangrui Ding; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CVPR, 2025)

ByTheWay: Boost Your Text-to-Video Generation Model to Higher Quality in a Training-free Way. - Jiazi Bu; Pengyang Ling; Pan Zhang 001; Tong Wu; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CVPR, 2025)

OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding? - Junbo Niu; Yifei Li; Ziyang Miao; Chunjiang Ge; Yuanhang Zhou; Qihao He; Xiaoyi Dong; Haodong Duan; Shuangrui Ding; Rui Qian 001; Pan Zhang 001; Yuhang Zang; et al. (CVPR, 2025)

Conical Visual Concentration for Efficient Large Vision-Language Models. - Long Xing; Qidong Huang; Xiaoyi Dong; Jiajie Lu; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Conghui He; Jiaqi Wang 003; Feng Wu; Dahua Lin (CVPR, 2025)

IDArb: Intrinsic Decomposition for Arbitrary Number of Input Views and Illuminations. - Zhibing Li; Tong Wu; Jing Tan 002; Mengchen Zhang 001; Jiaqi Wang 003; Dahua Lin (ICLR, 2025)

MotionClone: Training-Free Motion Cloning for Controllable Video Generation. - Pengyang Ling; Jiazi Bu; Pan Zhang 001; Xiaoyi Dong; Yuhang Zang; Tong Wu; Huaian Chen; Jiaqi Wang 003; Yi Jin 002 (ICLR, 2025)

MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models. - Ziyu Liu; Yuhang Zang; Xiaoyi Dong; Pan Zhang 001; Yuhang Cao; Haodong Duan; Conghui He; Yuanjun Xiong; Dahua Lin; Jiaqi Wang 003 (ICLR, 2025)

GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models. - Zhangyang Qi; Zhixiong Zhang; Ye Fang; Jiaqi Wang 003; Hengshuang Zhao (CoRR, 2025)

BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning. - Beichen Zhang; Yuhong Liu; Xiaoyi Dong; Yuhang Zang; Pan Zhang 001; Haodong Duan; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

RelightVid: Temporal-Consistent Diffusion Model for Video Relighting. - Ye Fang; Zeyi Sun 002; Shangzhan Zhang; Tong Wu; Yinghao Xu 001; Pan Zhang 001; Jiaqi Wang 003; Gordon Wetzstein; Dahua Lin (CoRR, 2025)

VideoRoPE: What Makes for Good Video Rotary Position Embedding? - Xilin Wei; Xiaoran Liu; Yuhang Zang; Xiaoyi Dong; Pan Zhang 001; Yuhang Cao; Jian Tong; Haodong Duan; Qipeng Guo; Jiaqi Wang 003; Xipeng Qiu; Dahua Lin (CoRR, 2025)

Light-A-Video: Training-free Video Relighting via Progressive Light Fusion. - Yujie Zhou; Jiazi Bu; Pengyang Ling; Pan Zhang 001; Tong Wu; Qidong Huang; Jinsong Li 001; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Anyi Rao; Jiaqi Wang 003; et al. (CoRR, 2025)

SongGen: A Single Stage Auto-regressive Transformer for Text-to-Song Generation. - Zihan Liu; Shuangrui Ding; Zhixiong Zhang; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference. - Xiangyu Zhao; Shengyuan Ding; Zicheng Zhang; Haian Huang; Maosong Cao; Weiyun Wang; Jiaqi Wang 003; Xinyu Fang; Wenhai Wang; Guangtao Zhai; Haodong Duan; Hua Yang 001; et al. (CoRR, 2025)

Visual-RFT: Visual Reinforcement Fine-Tuning. - Ziyu Liu; Zeyi Sun 002; Yuhang Zang; Xiaoyi Dong; Yuhang Cao; Haodong Duan; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

Unified Reward Model for Multimodal Understanding and Generation. - Yibin Wang; Yuhang Zang; Hao Li; Cheng Jin; Jiaqi Wang 003 (CoRR, 2025)

HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance. - Jiazi Bu; Pengyang Ling; Yujie Zhou; Pan Zhang 001; Tong Wu; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

MM-IFEngine: Towards Multimodal Instruction Following. - Shengyuan Ding; Shenxi Wu; Xiangyu Zhao; Yuhang Zang; Haodong Duan; Xiaoyi Dong; Pan Zhang 001; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

NeuroGen: Neural Network Parameter Generation via Large Language Models. - Jiaqi Wang 003; Yusen Zhang; Xi Li (CoRR, 2025)

Visual Agentic Reinforcement Fine-Tuning. - Ziyu Liu; Yuhang Zang; Yushan Zou; Zijian Liang; Xiaoyi Dong; Yuhang Cao; Haodong Duan; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

Active Learning via Vision-Language Model Adaptation with Open Data. - Tong Wang; Jiaqi Wang 003; Shu Kong (CoRR, 2025)

VLN-R1: Vision-Language Navigation via Reinforcement Fine-Tuning. - Zhangyang Qi; Zhixiong Zhang; Yizhou Yu; Jiaqi Wang 003; Hengshuang Zhao (CoRR, 2025)

ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing. - Long Xing; Qidong Huang; Xiaoyi Dong; Pan Zhang 001; Yuhang Zang; Yuhang Cao; Jinsong Li 001; Shuangrui Ding; Weiming Zhang 001; Nenghai Yu; Jiaqi Wang 003; Feng Wu; et al. (CoRR, 2025)

SeC: Advancing Complex Video Object Segmentation via Progressive Concept Construction. - Zhixiong Zhang; Shuangrui Ding; Xiaoyi Dong; Songxin He; Jianfan Lin; Junsong Tang; Yuhang Zang; Yuhang Cao; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)

Language-Aware Vision Transformer for Referring Segmentation. - Zhao Yang 002; Jiaqi Wang 003; Xubing Ye; Yansong Tang; Kai Chen 026; Hengshuang Zhao; Philip H. S. Torr (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Beyond Fixed: Training-Free Variable-Length Denoising for Diffusion Large Language Models. - Jinsong Li 001; Xiaoyi Dong; Yuhang Zang; Yuhang Cao; Jiaqi Wang 003; Dahua Lin (CoRR, 2025)

SEAgent: Self-Evolving Computer Use Agent with Autonomous Learning from Experience. - Zeyi Sun 002; Ziyu Liu; Yuhang Zang; Yuhang Cao; Xiaoyi Dong; Tong Wu; Dahua Lin; Jiaqi Wang 003 (CoRR, 2025)