📝 Publications

A full publication list is available on [Google Scholar] [Semantic Scholar]

(*: equal contribution; †: project leader)

Video Generation

A Survey on Video Diffusion Models
Zhen Xing , Qijun Feng, Haoran Chen, Qi Dai, Han Hu, Hang Xu, Zuxuan Wu, Yu-Gang Jiang
ACM Computing Survey (CSUR, IF=28.0), 2025
[Paper][HomePage][Zhihu][机器之心][量子位]
Surveying 300+ recent literatures on video generation and editing with diffusion models. Acheving Github 2100+ stars.

Video Generation

AID: Adapting Image2Video Diffusion Models for Instruction-based Video Prediction
Zhen Xing , Qi Dai, Zejia Weng, Zuxuan Wu, Yu-Gang Jiang
International Conference on Computer Vision (ICCV), 2025
[Paper][HomePage]

Video Generation

MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance
Quanhao Li*, Zhen Xing*† , Rui Wang, Hui Zhang, Zuxuan Wu
International Conference on Computer Vision (ICCV), 2025
[Paper][Code][HomePage][量子位]

Video Generation

SimDA: A Simple Diffusion Adapter for Efficient Video Generation
Zhen Xing, Qi Dai, Han Hu, Zuxuan Wu, Yu-Gang Jiang
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
[Paper][HomePage]
The first Parameter-efficient Text-to-Video generation model.

Video Generation

StableAnimator: High-Quality Identity-Preserving Human Image Animation
Shuyuan Tu, Zhen Xing, Xintong Han, Zhi-Qi Cheng, Qi Dai, Chong Luo, Zuxuan Wu
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025
[Paper][Code][Homepage][机器之心]
Acheving Github 1300+ stars.

Video Generation

GenRec: Unifying Video Generation and Recognition with Diffusion Models
Zejia Weng, Xitong Yang, Zhen Xing, Zuxuan Wu, Yu-Gang Jiang
Annual Conference on Neural Information Processing Systems (NeurIPS), 2024
[Paper]

Video Editing

VIDiff: Translating Videos via Multi-Modal Instructions with Diffusion Models
Zhen Xing, Qi Dai, Zihao Zhang, Hui Zhang, Han Hu, Zuxuan Wu, Yu-Gang Jiang
Technical Report, 2024
[Paper][HomePage][Zhihu]

Video Understanding

SVFormer: Semi-supervised Video Transformer for Action Recognition
Zhen Xing, Qi Dai, Han Hu, Jingjing Chen, Zuxuan Wu, Yu-Gang Jiang
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
[Paper][Code]

3D Understanding

PanoSwin: a Pano-style Swin Transformer for Panorama Understanding
Zhixin Ling, Zhen Xing†, Manliang Cao, Xiangdong Zhou
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
[Paper][Code]

3D Generation

Semi-supervised Single-view 3D Reconstruction via Prototype Shape Priors
Zhen Xing, Hengduo Li, Zuxuan Wu, Yu-Gang Jiang
European Conference on Computer Vision (ECCV), 2022
[Paper][Code]

3D Generation

Few-shot Single-view 3D Reconstruction with Memory Prior Contrastive Network
Zhen Xing , Yijiang Chen, Zhixin Ling, Xiangdong Zhou, Yu Xiang
European Conference on Computer Vision (ECCV), 2022
[Paper][Code]

Image Retrieval

Conditional Stroke Recovery for Fine-Grained Sketch-Based Image Retrieval
Zhixin Ling, Zhen Xing†,Jian Zhou, Xiangdong Zhou
European Conference on Computer Vision (ECCV), 2022
[Paper][Code]

StableAnimator++: Overcoming Pose Misalignment and Face Distortion for Human Image Animation
Shuyuan Tu, Zhen Xing, Xintong Han, Zhi-Qi Cheng, Qi Dai, Chong Luo, Zuxuan Wu, Yu-Gang Jiang
, [Paper]
StableAvatar: Infinite-Length Audio-Driven Avatar Video Generation
Shuyuan Tu, Yueming Pan, Yinming Huang, Xintong Han, Zhen Xing, Qi Dai, Chong Luo, Zuxuan Wu, Yu-Gang Jiang
, [Paper]
AdaDiff: Adaptive Step Selection for Fast Diffusion
Hui Zhang, Zuxuan Wu, Zhen Xing, Jie Shao, Yu-Gang Jiang
, [Paper]
Advancing Dark Action Recognition via Modality Fusion and Dark-to-Light Diffusion Model
Yuxuan Wang, Zhen Xing, Zuxuan Wu
, [Paper]
Human2Robot: Learning Robot Actions from Paired Human-Robot Videos
Sicheng Xie, Haidong Cao, Zejia Weng, Zhen Xing, Shiwei Shen, Jiaqi Leng, Xipeng Qiu, Yanwei Fu, Zuxuan Wu, Yu-Gang Jiang
, [Paper]
Aligning Vision Models with Human Aesthetics in Retrieval: Benchmarks and Algorithms
Miaosen Zhang, Yixuan Wei, Zhen Xing, Yifei Ma, Zuxuan Wu, Ji Li, Zheng Zhang, Qi Dai, Chong Luo, Xin Geng, Baining Guo
, [Paper], [HomePage]
FDGaussian: Fast Gaussian Splatting via Geometric-aware Diffusion Model
Qijun Feng, Zhen Xing, Zuxuan Wu, Yu-Gang Jiang
, [Paper], [HomePage]
TranSFormer: Slow-Fast Transformer for Machine Translation
Bei Li, Yi Jing, Xu Tan, Zhen Xing, Tong Xiao, Jingbo Zhu
, [Paper]
Multi-Level Region Matching for Fine-Grained Sketch-Based Image Retrieval
Zhixin Ling, Zhen Xing, Jiangtong Li, Li Niu
, [Paper]
3D-Augmented Contrastive Knowledge Distillation for Image-based Object Pose Estimation
Zhidan Liu, Zhen Xing, Xiangdong Zhou, Yijiang Chen, Guichun Zhou
[Paper]
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification
Yijiang Chen, Xiangdong Zhou, Zhen Xing, Zhidan Liu, Minyang Xu
, [Paper]
From Coarse to Fine: Hierarchical Structure-aware Video Summarization
Wenxu Li, Gang Pan, Chen Wang, Zhen Xing, Zhenjun Han
, [Paper]