Dian Zheng |
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Biography
I am an incoming PHD student at CUHK, MMLab, advised by Prof. Hongsheng Li. Before that, I obtain my master degree at SYSU in 2025, advised by Prof. Wei-Shi Zheng and B.E. degree at DLUT in 2022.
🛠️ Employment:
[2025/07—Present] Research Intern, Meituan, Mentor: Manyuan Zhang.
[2024/12—2025/06] Research Intern, Shanghai AI Laboratory, honored to be advised by Prof. Ziwei Liu.
[2024/05—2024/11] Research Intern, Alibaba, Mentor: Cao Li.
I am always open to research collaborations about generative model, robotics. Feel free to contact me.
News
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[12/2025] Release EditThinker! Unleasing the multi-turn reasoning ability in any image editor!
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[12/2025] Release Onethinker! An all-in-one multimodal reasoning generalist that is capable of thinking across a wide range of fundamental visual tasks within a single model.
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[12/2025] Release AIA! We find that architecture decoupling can not solve task conflicts in unified model, but simulating the task-specific model behaviour, which achives performance improvement.
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[10/2025] Release Uni-MMMU! The first unified image understanding and genertation benchmark which will evaluate the real interleave ability of the model and detect the error in the COT process!
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[09/2025] ShotBench is accepted by NeurIPS2025! Now VLM can become the Cinematic Understanding Expert!
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[06/2025] Honored to secure Outstanding Master's Thesis in Sun Yat-sen University!
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[05/2025] Honored to be selected as Outstanding Graduate in Sun Yat-Sen University!
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[04/2025] PanoDecouple and DELETE are selected as CVPR2025 Highlight !
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[03/2025] VBench-2.0 is released! Test the boundaries of your methods!
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[02/2025] 3 papers are accepted by CVPR2025 (3/4, 75% success rate).
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[01/2025] DiffuVolume has finally been accepted by IJCV2025 after a long wait!
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[12/2024] Awarded Xiaomi Grand Prize Scholarship of Sun Yat-Sen University.
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[11/2024] Rated as a Top Reviewer of NeurIPS 2024.
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[11/2024] SpatialDreamer is released, I would call it the most advanced spatial video generation technology in the industry. Stay tuned!
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[07/2024] 1 paper is accepted by ECCV 2024.
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[02/2024] 2 papers are accepted by CVPR 2024.
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[07/2023] 1 paper is accepted by ICCV 2023.
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[02/2023] 1 paper is accepted by CVPR 2023.
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[06/2022] Honored to secure Outstanding Bachelor's Thesis in Dalian University of Technology!
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[06/2022] Honored to be selected as Outstanding Graduate in Dalian University of Technology!
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[05/2022] 1 paper is accepted by ICASSP 2022.
Publications (* denotes equal contribution, and † denotes the corresponding author)
First, Co-First, Last Author
Architecture Decoupling Is Not All You Need For Unified Multimodal Model Dian Zheng, Manyuan Zhang, Hongyu Li, Kai Zou, Hongbo Liu, Ziyu Guo, Kaituo Feng, Yexin Liu, Ying Luo, Yan Feng, Peng Pei, Xunliang Cai, Hongsheng Li† Arxiv, 2025 [ArXiv] [Code] [Project Page] [Social Media [机器之心]]
VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness Dian Zheng*, Ziqi Huang*, Hongbo Liu, Kai Zou, Yinan He, Fan Zhang, Yuanhan Zhang, Jingwen He, Wei-Shi Zheng†, Yu Qiao†, Ziwei Liu† Arxiv, 2025 [ArXiv] [Code] [Project Page] [Social Media [机器之心]]
Panorama Generation From NFoV Image Done Right Dian Zheng, Cheng Zhang, Xiao-Ming Wu, Cao Li†, Chengfei Lv, Jian-Fang Hu, Wei-Shi Zheng† IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 🏆️ Highlight [Paper][Code][Project Page]
Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks Yu Zhou*, Dian Zheng*, Qijie Mo, Ren-Jie Lu, Kun-Yu Lin†, Wei-Shi Zheng† IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 🏆️ Highlight [Paper]
SpatialDreamer: Self-supervised Stereo Video Synthesis from Monocular Input Zhen Lv, Yangqi Long, Congzhentao Huang, Cao Li, Chengfei Lv†, Hao Ren, Dian Zheng IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 [Paper]
Others
EditThinker: Unlocking Iterative Reasoning for Any Image Editor Hongyu Li, Manyuan Zhang, Dian Zheng, Ziyu Guo, Yimeng Jia, Kaituo Feng, Hao Yu, Yexin Liu, Yan Feng, Peng Pei, Xunliang Cai, Linjiang Huang, Hongsheng Li, Si Liu† Arxiv, 2025 [Paper] [Code] [Project Page]
OneThinker: All-in-one Reasoning Model for Image and Video Kaituo Feng, Manyuan Zhang, Hongyu Li, Kaixuan Fan, Shuang Chen, Yilei Jiang, Dian Zheng, Peiwen Sun, Yiyuan Zhang, Haoze Sun, Yan Feng, Peng Pei, Xunliang Cai, Xiangyu Yue† Arxiv, 2025 [Paper] [Code] [Social Media [量子位]]
Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark Kai Zou*, Ziqi Huang*, Yuhao Dong*, Shulin Tian, Dian Zheng, Hongbo Liu, Jingwen He, Bin Liu†, Yu Qiao†, Ziwei Liu† Arxiv, 2025 [Paper][Code][Project Page]
ShotBench: Expert-Level Cinematic Understanding in Vision-Language Models Hongbo Liu*, Jingwen He*, Yi Jin, Dian Zheng, Yuhao Dong, Fan Zhang, Ziqi Huang, Yinan He, Yangguang Li, Weichao Chen, Yu Qiao, Wanli Ouyang, Shengjie Zhao†, Ziwei Liu† Neural Information Processing Systems (NeurIPS), 2025 [Paper] [Code] [Project Page] [Social Media [量子位]]
Generating Anomalies for Video Anomaly Detection with Prompt-based Feature Mapping Zuhao Liu, Xiao-Ming Wu, Dian Zheng, Kun-Yu Lin, Wei-Shi Zheng† IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023 [Paper]
Underwater Stereo Matching Via Unsupervised Appearance And Feature Adaptation Networks Zhong Wei, Yazhi Yuan, Xinchen Ye†, Dian Zheng, Rui Xu International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2022 [Paper]
Academic Service
Awards
Outstanding Master's Thesis in Sun Yat-sen University (中山大学优秀硕士学位论文), 2025. Outstanding Graduate in Sun Yat-Sen University (中山大学优秀毕业生), 2025. Xiaomi Grand Prize Scholarship of Sun Yat-Sen University (中山大学小米特等奖学金), 2024. NeurIPS2024 Top Reviewer, 2024. First Prize, Academic Scholarship of Sun Yat-Sen University for Graduate Student (中山大学硕士研究生一等奖助金), 2022, 2023, 2024. Outstanding Bachelor's Thesis in Dalian University of Technology (大连理工大学大学优秀本科学位论文), 2022. Outstanding Graduate in Dalian University of Technology (大连理工大学优秀毕业生), 2022.