End-to-End Object Detection with Adaptive Clustering Transformer. - Minghang Zheng; Peng Gao 007; Renrui Zhang; Kunchang Li 002; Hongsheng Li 001; Hao Dong 003 (BMVC, 2021)

CT-Net: Channel Tensorization Network for Video Classification. - Kunchang Li 002; Xianhang Li; Yali Wang 001; Jun Wang; Yu Qiao 001 (ICLR, 2021)

Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling. - Renrui Zhang; Rongyao Fang; Wei Zhang 056; Peng Gao 007; Kunchang Li 002; Jifeng Dai; Yu Qiao 001; Hongsheng Li 001 (CoRR, 2021)

MorphMLP: A Self-Attention Free, MLP-Like Backbone for Image and Video. - David Junhao Zhang; Kunchang Li 002; Yunpeng Chen; Yali Wang 001; Shashwat Chandra; Yu Qiao 001; Luoqi Liu; Mike Zheng Shou (CoRR, 2021)

You Only Need 90K Parameters to Adapt Light: a Light Weight Transformer for Image Enhancement and Exposure Correction. - Ziteng Cui; Kunchang Li 002; Lin Gu 003; Shenghan Su; Peng Gao 007; Zhengkai Jiang 001; Yu Qiao 001; Tatsuya Harada (BMVC, 2022)

PointCLIP: Point Cloud Understanding by CLIP. - Renrui Zhang; Ziyu Guo; Wei Zhang 056; Kunchang Li 002; Xupeng Miao; Bin Cui 001; Yu Qiao 001; Peng Gao 007; Hongsheng Li 001 (CVPR, 2022)

MorphMLP: An Efficient MLP-Like Backbone for Spatial-Temporal Representation Learning. - David Junhao Zhang; Kunchang Li 002; Yali Wang 001; Yunpeng Chen; Shashwat Chandra; Yu Qiao 001; Luoqi Liu; Mike Zheng Shou (ECCV (35), 2022)

Tip-Adapter: Training-Free Adaption of CLIP for Few-Shot Classification. - Renrui Zhang; Wei Zhang 056; Rongyao Fang; Peng Gao 007; Kunchang Li 002; Jifeng Dai; Yu Qiao 001; Hongsheng Li 001 (ECCV (35), 2022)

Self-slimmed Vision Transformer. - Zhuofan Zong; Kunchang Li 002; Guanglu Song; Yali Wang 001; Yu Qiao 001; Biao Leng; Yu Liu 015 (ECCV (11), 2022)

MVP: Robust Multi-View Practice for Driving Action Localization. - Jingjie Shang; Jian Cao 002; Kunchang Li 002; Kaibin Tian; Xing Zhang 002 (ICISCAE, 2022)

UniFormer: Unified Transformer for Efficient Spatial-Temporal Representation Learning. - Kunchang Li 002; Yali Wang 001; Peng Gao 007; Guanglu Song; Yu Liu 015; Hongsheng Li 001; Yu Qiao 001 (ICLR, 2022)

Pose-guided Generative Adversarial Net for Novel View Action Synthesis. - Xianhang Li; Junhao Zhang; Kunchang Li 002; Shruti Vyas; Yogesh Singh Rawat (WACV, 2022)

UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning. - Kunchang Li 002; Yali Wang 001; Peng Gao 007; Guanglu Song; Yu Liu 015; Hongsheng Li 001; Yu Qiao 001 (CoRR, 2022)

Illumination Adaptive Transformer. - Ziteng Cui; Kunchang Li 002; Lin Gu 003; Shenghan Su; Peng Gao 007; Zhengkai Jiang 001; Yu Qiao 001; Tatsuya Harada (CoRR, 2022)

MVP: Robust Multi-View Practice for Driving Action Localization. - Jingjie Shang; Kunchang Li 002; Kaibin Tian; Haisheng Su; Yangguang Li (CoRR, 2022)

Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification. - Renrui Zhang; Zhang Wei; Rongyao Fang; Peng Gao 007; Kunchang Li 002; Jifeng Dai; Yu Qiao 001; Hongsheng Li 001 (CoRR, 2022)

InternVideo-Ego4D: A Pack of Champion Solutions to Ego4D Challenges. - Guo Chen 006; Sen Xing; Zhe Chen 017; Yi Wang 074; Kunchang Li 002; Yizhuo Li 001; Yi Liu 081; Jiahao Wang; Yin-Dong Zheng; Bingkun Huang; Zhiyu Zhao; Junting Pan; et al. (CoRR, 2022)

UniFormerV2: Spatiotemporal Learning by Arming Image ViTs with Video UniFormer. - Kunchang Li 002; Yali Wang 001; Yinan He; Yizhuo Li 001; Yi Wang 074; Limin Wang 002; Yu Qiao 001 (CoRR, 2022)

InternVideo: General Video Foundation Models via Generative and Discriminative Learning. - Yi Wang 074; Kunchang Li 002; Yizhuo Li 001; Yinan He; Bingkun Huang; Zhiyu Zhao; Hongjie Zhang 002; Jilan Xu; Yi Liu 081; Zun Wang; Sen Xing; Guo Chen 006; et al. (CoRR, 2022)

Unmasked Teacher: Towards Training-Efficient Video Foundation Models. - Kunchang Li 002; Yali Wang 001; Yizhuo Li 001; Yi Wang 074; Yinan He; Limin Wang 002; Yu Qiao 001 (ICCV, 2023)

UniFormerV2: Unlocking the Potential of Image ViTs for Video Understanding. - Kunchang Li 002; Yali Wang 001; Yinan He; Yizhuo Li 001; Yi Wang 074; Limin Wang 002; Yu Qiao 001 (ICCV, 2023)

InternGPT: Solving Vision-Centric Tasks by Interacting with Chatbots Beyond Language. - Zhaoyang Liu 001; Yinan He; Wenhai Wang; Weiyun Wang; Yi Wang 074; Shoufa Chen; Qinglong Zhang; Zeqiang Lai; Yang Yang 002; Qingyun Li; Jiashuo Yu; Kunchang Li 002; et al. (CoRR, 2023)

VideoChat: Chat-Centric Video Understanding. - Kunchang Li 002; Yinan He; Yi Wang 074; Yizhuo Li 001; Wenhai Wang; Ping Luo 002; Yali Wang 001; Limin Wang 002; Yu Qiao 001 (CoRR, 2023)

InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation. - Yi Wang 074; Yinan He; Yizhuo Li 001; Kunchang Li 002; Jiashuo Yu; Xin Ma; Xinyuan Chen; Yaohui Wang 001; Ping Luo 002; Ziwei Liu 002; Yali Wang 001; Limin Wang 002; et al. (CoRR, 2023)

Harvest Video Foundation Models via Efficient Post-Pretraining. - Yizhuo Li 001; Kunchang Li 002; Yinan He; Yi Wang 074; Yali Wang 001; Limin Wang 002; Yu Qiao 001; Ping Luo 002 (CoRR, 2023)

MVBench: A Comprehensive Multi-modal Video Understanding Benchmark. - Kunchang Li 002; Yali Wang 001; Yinan He; Yizhuo Li 001; Yi Wang 074; Yi Liu 081; Zun Wang; Jilan Xu; Guo Chen 006; Ping Luo 002; Limin Wang 002; Yu Qiao 001 (CoRR, 2023)

A Progressive Difference Method for Capturing Visual Tempos on Action Recognition. - Xiaoxiao Sheng; Kunchang Li 002; Zhiqiang Shen; Gang Xiao 002 (IEEE Trans. Circuits Syst. Video Technol., 2023)

Hybrid token transformer for deep face recognition. - Weicong Su; Yali Wang 001; Kunchang Li 002; Peng Gao 007; Yu Qiao 001 (Pattern Recognit., 2023)

UniFormer: Unifying Convolution and Self-Attention for Visual Recognition. - Kunchang Li 002; Yali Wang 001; Junhao Zhang; Peng Gao 007; Guanglu Song; Yu Liu 015; Hongsheng Li 001; Yu Qiao 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

MVBench: A Comprehensive Multi-modal Video Understanding Benchmark. - Kunchang Li 002; Yali Wang 001; Yinan He; Yizhuo Li 001; Yi Wang 074; Yi Liu 081; Zun Wang; Jilan Xu; Guo Chen 006; Ping Lou; Limin Wang 002; Yu Qiao 001 (CVPR, 2024)

Vlogger: Make Your Dream A Vlog. - Shaobin Zhuang; Kunchang Li 002; Xinyuan Chen; Yaohui Wang 001; Ziwei Liu 002; Yu Qiao 001; Yali Wang 001 (CVPR, 2024)

VideoMamba: State Space Model for Efficient Video Understanding. - Kunchang Li 002; Xinhao Li 004; Yi Wang 074; Yinan He; Yali Wang 001; Limin Wang 002; Yu Qiao 001 (ECCV (26), 2024)

InternVideo2: Scaling Foundation Models for Multimodal Video Understanding. - Yi Wang 074; Kunchang Li 002; Xinhao Li 004; Jiashuo Yu; Yinan He; Guo Chen 006; Baoqi Pei; Rongkun Zheng; Zun Wang; Yansong Shi; Tianxiang Jiang; Songze Li; et al. (ECCV (85), 2024)

InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation. - Yi Wang 074; Yinan He; Yizhuo Li 001; Kunchang Li 002; Jiashuo Yu; Xin Ma; Xinhao Li 004; Guo Chen 006; Xinyuan Chen; Yaohui Wang 001; Ping Luo 002; Ziwei Liu 002; et al. (ICLR, 2024)

TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent Collaboration. - Yiwei Guo; Shaobin Zhuang; Kunchang Li 002; Yu Qiao 001; Yali Wang 001 (NeurIPS, 2024)

From GPT-4 to Gemini and Beyond: Assessing the Landscape of MLLMs on Generalizability, Trustworthiness and Causality through Four Modalities. - Chaochao Lu; Chen Qian 006; Guodong Zheng; Hongxing Fan; Hongzhi Gao; Jie Zhang 074; Jing Shao; Jingyi Deng; Jinlan Fu; Kexin Huang; Kunchang Li 002; Lijun Li; et al. (CoRR, 2024)

Percept, Chat, and then Adapt: Multimodal Knowledge Transfer of Foundation Models for Open-World Video Recognition. - Boyu Chen; Siran Chen; Kunchang Li 002; Qinglin Xu; Yu Qiao 001; Yali Wang 001 (CoRR, 2024)

Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding. - Guo Chen 006; Yifei Huang 002; Jilan Xu; Baoqi Pei; Zhe Chen 017; Zhiqi Li; Jiahao Wang; Kunchang Li 002; Tong Lu; Limin Wang 002 (CoRR, 2024)

InternVideo2: Scaling Video Foundation Models for Multimodal Video Understanding. - Yi Wang 074; Kunchang Li 002; Xinhao Li 004; Jiashuo Yu; Yinan He; Guo Chen 006; Baoqi Pei; Rongkun Zheng; Jilan Xu; Zun Wang; Yansong Shi; Tianxiang Jiang; et al. (CoRR, 2024)

VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model. - Xinhao Li 004; Zhenpeng Huang; Jing Wang; Kunchang Li 002; Limin Wang 002 (CoRR, 2024)

Muses: 3D-Controllable Image Generation via Multi-Modal Agent Collaboration. - Yanbo Ding; Shaobin Zhuang; Kunchang Li 002; Zhengrong Yue; Yu Qiao 001; Yali Wang 001 (AAAI, 2025)

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment. - Ziang Yan; Zhilin Li; Yinan He; Chenting Wang; Kunchang Li 002; Xinhao Li 004; Xiangyu Zeng; Zilei Wang; Yali Wang 001; Yu Qiao 001; Limin Wang 002; Yi Wang 074 (CVPR, 2025)

V-Stylist: Video Stylization via Collaboration and Reflection of MLLM Agents. - Zhengrong Yue; Shaobin Zhuang; Kunchang Li 002; Yanbo Ding; Yali Wang 001 (CVPR, 2025)

Bootstrapping Language-Guided Navigation Learning with Self-Refining Data Flywheel. - Zun Wang; Jialu Li 001; Yicong Hong; Songze Li; Kunchang Li 002; Shoubin Yu; Yi Wang 074; Yu Qiao 001; Yali Wang 001; Mohit Bansal; Limin Wang 002 (ICLR, 2025)

TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning. - Xiangyu Zeng; Kunchang Li 002; Chenting Wang; Xinhao Li 004; Tianxiang Jiang; Ziang Yan; Songze Li; Yansong Shi; Zhengrong Yue; Yi Wang 074; Yali Wang 001; Yu Qiao 001; et al. (ICLR, 2025)

Percept, Chat, Adapt: Knowledge transfer of foundation models for open-world video recognition. - Boyu Chen; Siran Chen; Kunchang Li 002; Qinglin Xu; Yu Qiao 001; Yali Wang 001 (Pattern Recognit., 2025)

VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling. - Xinhao Li 004; Yi Wang 074; Jiashuo Yu; Xiangyu Zeng; Yuhan Zhu; Haian Huang; Jianfei Gao 003; Kunchang Li 002; Yinan He; Chenting Wang; Yu Qiao 001; Yali Wang 001; et al. (CoRR, 2025)

TimeStep Master: Asymmetrical Mixture of Timestep LoRA Experts for Versatile and Efficient Diffusion Models in Vision. - Shaobin Zhuang; Yiwei Guo; Yanbo Ding; Kunchang Li 002; Xinyuan Chen; Yaohui Wang 001; Fangyikang Wang; Ying Zhang; Chen Li; Yali Wang 001 (CoRR, 2025)

Make Your Training Flexible: Towards Deployment-Efficient Video Models. - Chenting Wang; Kunchang Li 002; Tianxiang Jiang; Xiangyu Zeng; Yi Wang 074; Limin Wang 002 (CoRR, 2025)

Super Encoding Network: Recursive Association of Multi-Modal Encoders for Video Understanding. - Boyu Chen; Siran Chen; Kunchang Li 002; Qinglin Xu; Yu Qiao 001; Yali Wang 001 (CoRR, 2025)