Publications · Wenhao Wu (吴文灏)

Large Multi-modal Models & Reasoning

13 papers▾

Threading Keyframe with Narratives: MLLMs as Strong Long Video Comprehenders

Bo Fang, Wenhao WuLead, Qiangqiang Wu, Yuxin Song, Antoni B. Chan

ICLR 2026

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Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Huanjin Yao, Jiaxing Huang, Wenhao WuLead, Jingyi Zhang, Yibo Wang, Shunyu Liu, Yingjie Wang, Yuxin Song, Haocheng Feng, Li Shen, Dacheng Tao

NeurIPS 2025 · Spotlight, Top 3.1%

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MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI

Huanjin Yao, Jiaxing Huang, Yawen Qiu, Michael K. Chen, Wenzheng Liu, Wei Zhang, Wenjie Zeng, Xikun Zhang, Jingyi Zhang, Yuxin Song, Wenhao WuLead, Dacheng Tao

ICCV 2025

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DistinctAD: Distinctive Audio Description Generation in Contexts

Bo Fang, Wenhao WuLead, Qiangqiang Wu, Yuxin Song, Antoni B. Chan

CVPR 2025 · Highlight, Top 2.9%

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Dense Connector for MLLMs

Huanjin Yao*, Wenhao Wu*Lead, Taojiannan Yang, Yuxin Song, Mengxi Zhang, Haocheng Feng, Yifan Sun, Zhiheng Li, Wanli Ouyang, Jingdong Wang

NeurIPS 2024

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Automated Multi-level Preference for MLLMs

Mengxi Zhang, Wenhao WuLead, Yu Lu, Yuxin Song, Kang Rong, Huanjin Yao, Jianbo Zhang, Fanglong Liu, Yifan Sun, Haocheng Feng, Jingdong Wang

NeurIPS 2024

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GPT4Ego: Unleashing the Potential of Pre-trained Models for Zero-Shot Egocentric Action Recognition

Guangzhao Dai, Xiangbo Shu, Wenhao WuLead, Rui Yan, Jiachao Zhang

IEEE TMM 2024

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FreeVA: Offline MLLM as Training-Free Video Assistant

Wenhao Wu

Technical Report, 2024

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GPT4Vis: What Can GPT-4 Do for Zero-shot Visual Recognition?

Wenhao Wu, Huanjin Yao, Mengxi Zhang, Yuxin Song, Wanli Ouyang, Jingdong Wang

Technical Report, 2023

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Side4Video: Spatial-Temporal Side Network for Memory-Efficient Image-to-Video Transfer Learning

Huanjin Yao*, Wenhao Wu*, Zhiheng Li

Technical Report, 2023

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R1-ShareVL: Incentivizing Reasoning Capability of MLLMs via Share-GRPO

Huanjin Yao, Qixiang Yin, Jingyi Zhang, Min Yang, Yibo Wang, Wenhao Wu, Fei Su, Li Shen, Minghui Qiu, Dacheng Tao, Jiaxing Huang

NeurIPS 2025

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DetToolChain: A New Prompting Paradigm to Unleash Detection Ability of MLLM

Yixuan Wu, Yizhou Wang, Shixiang Tang, Wenhao Wu, Tong He, Wanli Ouyang, Jian Wu, Philip Torr

ECCV 2024

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It Takes Two: Masked Appearance-Motion Modeling for Self-supervised Video Transformer Pre-training

Yuxin Song, Min Yang, Wenhao Wu, Dongliang He, Fu Li, Jingdong Wang

Technical Report, 2022

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+ 3 more collaborations ▾

Vision-Language Learning

7 papers▾

Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?

Wenhao Wu, Haipeng Luo, Bo Fang, Jingdong Wang, Wanli Ouyang

CVPR 2023 · Highlight, Top 2.5%

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Cap4Video++: Enhancing Video Understanding with Auxiliary Captions

Wenhao Wu, Xiaohan Wang, Haipeng Luo, Jingdong Wang, Yi Yang, Wanli Ouyang

IEEE TPAMI 2024 · IF 23.6

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UATVR: Uncertainty-Adaptive Text-Video Retrieval

Bo Fang*, Wenhao Wu*, Chang Liu*, Yu Zhou, Yuxin Song, Weiping Wang, Xiangbo Shu, Xiangyang Ji, Jingdong Wang

ICCV 2023

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Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models

Wenhao Wu, Xiaohan Wang, Haipeng Luo, Jingdong Wang, Yi Yang, Wanli Ouyang

CVPR 2023

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Revisiting Classifier: Transferring Vision-Language Models for Video Recognition

Wenhao Wu, Zhun Sun, Wanli Ouyang

AAAI 2023

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Transferring Vision-Language Models for Visual Recognition: A Classifier Perspective

Wenhao Wu, Zhun Sun, Yuxin Song, Jingdong Wang, Wanli Ouyang

IJCV 2023 · IF 19.5

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CODER: Coupled Diversity-Sensitive Momentum Contrastive Learning for Image-Text Retrieval

Haoran Wang, Dongliang He, Wenhao Wu, Boyang Xia, Min Yang, Fu Li, Yunlong Yu, Zhong Ji, Errui Ding, Jingdong Wang

ECCV 2022

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Attention-Driven Dynamic Graph Convolutional Network for Multi-Label Image Recognition

Jin Ye, Junjun He, Xiaojiang Peng, Wenhao Wu, Yu Qiao

ECCV 2020

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+ 2 more collaborations ▾

Video Foundation Models

14 papers▾

What Can Simple Arithmetic Operations Do for Temporal Modeling?

Wenhao Wu, Yuxin Song, Zhun Sun, Jingdong Wang, Chang Xu, Wanli Ouyang

ICCV 2023

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NSNet: Non-saliency Suppression Sampler for Efficient Video Recognition

Boyang Xia*, Wenhao Wu*, Haoran Wang, Rui Su, Dongliang He, Haosen Yang, Xiaoran Fan, Wanli Ouyang

ECCV 2022

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Temporal Saliency Query Network for Efficient Video Recognition

Boyang Xia*, Zhihao Wang*, Wenhao WuLead, Haoran Wang, Jungong Han

ECCV 2022

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MaMiCo: Macro-to-Micro Semantic Correspondence for Self-supervised Video Representation Learning

Bo Fang*, Wenhao Wu*, Chang Liu*, Yu Zhou, Dongliang He, Weiping Wang

ACMMM 2022 · Oral, 5.0%

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Temporal Action Proposal Generation with Background Constraint

Haosen Yang*, Wenhao Wu*, Lining Wang, Sheng Jin, Boyang Xia, Hongxun Yao, Hujie Huang

AAAI 2022

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ASCNet: Self-supervised Video Representation Learning with Appearance-Speed Consistency

Deng Huang*, Wenhao Wu*, Weiwen Hu, Xu Liu, Dongliang He, Zhihua Wu, Xiangmiao Wu, Mingkui Tan, Errui Ding

ICCV 2021

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DSANet: Dynamic Segment Aggregation Network for Video-Level Representation Learning

Wenhao Wu, Yuxiang Zhao, Yanwu Xu, Xiao Tan, Dongliang He, Zhikang Zou, Jin Ye, Yingying Li, Mingde Yao, Zichao Dong, Yifeng Shi

ACMMM 2021

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MVFNet: Multi-View Fusion Network for Efficient Video Recognition

Wenhao Wu, Dongliang He, Tianwei Lin, Fu Li, Chuang Gan, Errui Ding

AAAI 2021

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Dynamic Inference: A New Approach Toward Efficient Video Action Recognition

Wenhao Wu, Dongliang He, Xiao Tan, Shifeng Chen, Yi Yang, Shilei Wen

CVPR 2020 Workshop (EDLCV) · Oral

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Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition

Wenhao Wu, Dongliang He, Xiao Tan, Shifeng Chen, Shilei Wen

ICCV 2019 · Oral, 4.3%

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Good Practices and A Strong Baseline for Traffic Anomaly Detection

Yuxiang Zhao*, Wenhao Wu*Lead, Yue He, Yingying Li, Xiao Tan, Shifeng Chen

CVPR 2021 Workshop (AI City) · 🏆 1st Place · Winner

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Temporal Action Proposal Generation with Transformers

Lining Wang*, Haosen Yang*, Wenhao Wu*Lead, Hongxun Yao, Hujie Huang

Technical Report, 2021

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Coarse to Fine: Domain Adaptive Crowd Counting via Adversarial Scoring Network

Zhikang Zou, Xiaoye Qu, Pan Zhou, Shuangjie Xu, Xiaoqing Ye, Wenhao Wu, Jin Ye

ACMMM 2021

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Weakly-Supervised Spatio-Temporal Anomaly Detection in Surveillance Video

Jie Wu, Wei Zhang, Guanbin Li, Wenhao Wu, Xiao Tan, Yingying Li, Errui Ding, Liang Lin

IJCAI 2021

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+ 2 more collaborations ▾

Image Processing & Others

6 papers▾

Color2Style: Real-Time Exemplar-Based Image Colorization with Self-Reference Learning and Deep Feature Modulation

Hengyuan Zhao*, Wenhao Wu*, Yihao Liu, Dongliang He

Technical Report, 2021

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AdaCM: Adaptive ColorMLP for Real-Time Universal Photo-realistic Style Transfer

Tianwei Lin, Honglin Lin, Fu Li, Dongliang He, Wenhao Wu, Meiling Wang, Xin Li, Yong Liu

AAAI 2023

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Effective Invertible Arbitrary Image Rescaling

Zhihong Pan, Baopu Li, Dongliang He, Wenhao Wu, Errui Ding

WACV 2023

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Rethinking 3D Cost Aggregation in Stereo Matching

Wanshui Gan, Wenhao Wu, Shifeng Chen, Yuxiang Zhao, Pak Kin Wong

Pattern Recognition Letters 2023

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Maximum Spatial Perturbation Consistency for Unpaired Image-to-Image Translation

Yanwu Xu, Shaoan Xie, Wenhao Wu, Kun Zhang, Mingming Gong, Kayhan Batmanghelich

CVPR 2022

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Towards Bidirectional Arbitrary Image Rescaling: Joint Optimization and Cycle Idempotence

Zhihong Pan, Baopu Li, Dongliang He, Mingde Yao, Wenhao Wu, Tianwei Lin, Xin Li, Errui Ding

CVPR 2022

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+ 5 more collaborations ▾