Video Generation

Direct-a-Video: Customized Video Generation with User-Directed Camera Movement and Object Motion

Shiyuan Yang, Liang Hou, Haibin Huang, Chongyang Ma, Pengfei Wan, Di Zhang, Xiaodong Chen, Jing Liao

Conference SIGGRAPH 2024 Neural & Generative
Video Generation Diffusion Model Camera Control Motion Control Cross-Attention Training-Free

MotionCtrl: A Unified and Flexible Motion Controller for Video Generation

Zhouxia Wang, Ziyang Yuan, Xintao Wang, Yaowei Li, Tianshui Chen, Menghan Xia, Ping Luo, Ying Shan

Conference SIGGRAPH 2024 Neural & Generative
Video Generation Diffusion Model Motion Control Camera Control Text-to-Video

Streetscapes: Large-scale Consistent Street View Generation Using Autoregressive Video Diffusion

Boyang Deng, Richard Tucker, Zhengqi Li, Leonidas J. Guibas, Noah Snavely, Gordon Wetzstein

Conference SIGGRAPH 2024 Neural & Generative
Diffusion Model Video Generation Scene Generation Autoregressive Model Street View Layout Conditioning

CineMaster: A 3D-Aware and Controllable Framework for Cinematic Text-to-Video Generation

Qinghe Wang, Yawen Luo, Xiaoyu Shi, Xu Jia, Huchuan Lu, Tianfan Xue, Xintao Wang, Pengfei Wan, Di Zhang, Kun Gai

Conference SIGGRAPH 2025 Image & Video
Text-to-Video Diffusion Model Video Generation Camera Control ControlNet

DAM-VSR: Disentanglement of Appearance and Motion for Video Super-Resolution

Zhe Kong, Le Li, Yong Zhang, Feng Gao, Shaoshu Yang, Tao Wang, Kaihao Zhang, Zhuoliang Kang, Xiaoming Wei, Guanying Chen, Wenhan Luo

Conference SIGGRAPH 2025 Image & Video
Video Super-Resolution Diffusion Model Image Super-Resolution Video Generation ControlNet

DC-VSR: Spatially and Temporally Consistent Video Super-Resolution with Video Diffusion Prior

Janghyeok Han, Gyujin Sim, Geonung Kim, Hyun-Seung Lee, Kyuha Choi, Youngseok Han, Sunghyun Cho

Conference SIGGRAPH 2025 Image & Video
Video Super-Resolution Diffusion Model Video Generation Attention Propagation Real-World Video

Diffusion as Shader: 3D-aware Video Diffusion for Versatile Video Generation Control

Zekai Gu, Rui Yan, Jiahao Lu, Peng Li, Zhiyang Dou, Chenyang Si, Zhen Dong, Qifeng Liu, Cheng Lin, Ziwei Liu, Wenping Wang, Yuan Liu

Conference SIGGRAPH 2025 Image & Video
Video Generation Diffusion Model Camera Control Motion Transfer Point Tracking Controllable Generation

Dynamic Concepts Personalization from Single Videos

Rameen Abdal, Or Patashnik, Ivan Skorokhodov, Willi Menapace, Aliaksandr Siarohin, Sergey Tulyakov, Daniel Cohen-Or, Kfir Aberman

Conference SIGGRAPH 2025 Image & Video
Video Generation Diffusion Transformer Personalization LoRA Motion Modeling

FlexiAct: Towards Flexible Action Control in Heterogeneous Scenarios

Shiyi Zhang, Junhao Zhuang, Zhaoyang Zhang, Ying Shan, Yansong Tang

Conference SIGGRAPH 2025 Image & Video
Action Transfer Video Generation Diffusion Model Image-to-Video Frequency-Aware Extraction

LayerFlow: A Unified Model for Layer-aware Video Generation

Sihui Ji, Hao Luo, Xi Chen, Yuanpeng Tu, Yiyang Wang, Hengshuang Zhao

Conference SIGGRAPH 2025 Image & Video
Video Generation Diffusion Transformer Layer Decomposition Transparency LoRA

Mobius: Text to Seamless Looping Video Generation via Latent Shift

Xiuli Bi, Jianfei Yuan, Bo Liu, Yong Zhang, Xiaodong Cun, Chi-Man Pun, Bin Xiao

Conference SIGGRAPH 2025 Image & Video
Video Generation Diffusion Model Looping Video Latent Shift Training Free

Motion Inversion for Video Customization

Luozhou Wang, Ziyang Mai, Guibao Shen, Yixun Liang, Xin Tao, Pengfei Wan, Di Zhang, Yijun Li, Ying-Cong Chen

Conference SIGGRAPH 2025 Image & Video
Motion Customization Video Generation Diffusion Model Textual Inversion Temporal Attention

Reenact Anything: Semantic Video Motion Transfer Using Motion-Textual Inversion

Manuel Kansy, Jacek Naruniec, Christopher Schroers, Markus Gross, Romann M. Weber

Conference SIGGRAPH 2025 Image & Video
Video Generation Motion Transfer Diffusion Model Textual Inversion Image-to-Video

ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation

Omar El Khalifi, Thomas Rossi, Oscar Fossey, Thibault Fouque, Ulysse Mizrahi, Philip Torr, Ivan Laptev, Fabio Pizzati, Baptiste Bellot-Gurlet

Conference SIGGRAPH 2026 Neural & Generative
Video Generation Camera Control Motion Control Zero-Shot Diffusion Model Human Animation 3D Human Pose

ArtiFixer: Enhancing and Extending 3D Reconstruction with Auto-Regressive Diffusion Models

Riccardo de Lutio, Tobias Fischer, Yen-Yu Chang, Yuxuan Zhang, Jay Zhangjie Wu, Xuanchi Ren, Tianchang Shen, Katarína Tóthová, Zan Gojcic, Haithem Turki

Conference SIGGRAPH 2026 Reconstruction
Novel View Synthesis 3D Gaussian Splatting Diffusion Model Video Generation 3D Reconstruction

CameraSquad: Achieving Content Consistency in Parallel Multi-Trajectory Camera-Controlled Video Generation

Zhufeng Xu, Xuan Gao, Bailin Deng, Yikang Ding, Xiaoqiang Liu, Haoxian Zhang, Pengfei Wan, Hongbo Fu, Lin Gao

Conference meta-only SIGGRAPH 2026 Neural & Generative
Video Generation Diffusion Model Camera Control Multi-View Content Consistency

Go-with-the-Track: Video Compositing and Motion Control with Point Tracking

Koichi Namekata, Yash Kant, Zhizheng Liu, Ryan Burgert, Yuancheng Xu, Kuan Heng Lin, Emmett Steven, Julien Philip, Li Ma, Andrea Vedaldi, Paul Debevec, Ning Yu

Conference SIGGRAPH 2026 Neural & Generative
Video Generation Diffusion Model Motion Control Point Tracking Video Compositing

Motion4Motion: Motion Transfer Across Subjects at Inference

Ling-Hao Chen, Zixin Yin, Duomin Wang, Xianfang Zeng, Gang Yu

Conference SIGGRAPH 2026 Neural & Generative
Motion Transfer Diffusion Transformer Video Generation Attention Control Training-Free

MV-S2V: Multi-View Subject-Consistent Video Generation

Ziyang Song, Xinyu Gong, Bangya Liu, Zelin Zhao

Conference SIGGRAPH 2026 Neural & Generative
Video Generation Subject-To-Video Multi-View Consistency Diffusion Transformer Rotary Position Embedding 3D Consistency

ReRoPE: Repurposing RoPE for Relative Camera Control

Chunyang Li, Yuanbo Yang, Jiahao Shao, Hongyu Zhou, Katja Schwarz, Yiyi Liao

Conference SIGGRAPH 2026 Neural & Generative
Video Generation Camera Control Diffusion Model Rotary Positional Embeddings Diffusion Transformer

UCM: Unified Modeling of Camera Control and Memory with Time-aware Positional Encoding Warping for World Models

Tianxing Xu, Zi-Xuan Wang, Guangyuan Wang, Li Hu, Zhongyi Zhang, Peng Zhang, Bang Zhang, Song-Hai Zhang

Conference SIGGRAPH 2026 Neural & Generative
World Model Video Generation Diffusion Model Camera Control Positional Encoding

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors

Houyuan Chen, Hong Li, Xianghao Kong, Tianrui Zhu, Shaocong Xu, Weiqing Xiao, Yuwei Guo, Chongjie Ye, Lvmin Zhang, Hao Zhao, Anyi Rao

Journal SIGGRAPH 2026 Neural & Generative
Video Generation Diffusion Model Multimodal Learning Intrinsic Decomposition Video Matting LoRA

VFXMaster: Unlocking Dynamic Visual Effect Generation via In-Context Learning

Baolu Li, Yiming Zhang, Qinghe Wang, Liqian Ma, Xiaoyu Shi, Xintao Wang, Pengfei Wan, Zhenfei Yin, Yunzhi Zhuge, Huchuan Lu, Xu Jia

Conference SIGGRAPH 2026 Neural & Generative
Video Generation Visual Effects In-Context Learning Diffusion Model Image-to-Video

Video Analysis and Generation via a Semantic Progress Function

Gal Metzer, Sagi Polaczek, Ali Mahdavi-Amiri, Raja Giryes, Daniel Cohen-Or

Conference SIGGRAPH 2026 Image & Video
Video Generation Diffusion Model Video Morphing Temporal Control Semantic Analysis

Anim-Director: A Large Multimodal Model Powered Agent for Controllable Animation Video Generation

Yunxin Li, Haoyuan Shi, Baotian Hu, Longyue Wang, Jiashun Zhu, Jinyi Xu, Zhen Zhao, Min Zhang

Conference SIGGRAPH Asia 2024 Image & Video
Animation Generation Large Multimodal Models Autonomous Agent Video Generation

Follow-Your-Emoji: Fine-Controllable and Expressive Freestyle Portrait Animation

Yue Ma, Hongyu Liu, Hongfa Wang, Heng Pan, Yingqing He, Junkun Yuan, Ailing Zeng, Chengfei Cai, Heung-Yeung Shum, Wei Liu, Qifeng Chen

Conference SIGGRAPH Asia 2024 Image & Video
Portrait Animation Diffusion Model Facial Expression Landmark Video Generation

Lumiere: A Space-Time Diffusion Model for Video Generation

Omer Bar-Tal, Hila Chefer, Omer Tov, Charles Herrmann, Roni Paiss, Shiran Zada, Ariel Ephrat, Junhwa Hur, Guanghui Liu, Amit Raj, Yuanzhen Li, Michael Rubinstein, Tomer Michaeli, Oliver Wang, Deqing Sun, Tali Dekel, Inbar Mosseri

Conference SIGGRAPH Asia 2024 Neural & Generative
Text-to-Video Diffusion Model Video Generation Space Time Unet Image-to-Video

ProcessPainter: Learning to draw from sequence data

Yiren Song, Shijie Huang, Chen Yao, Hai Ci, Xiaojun Ye, Jiaming Liu, Yuxuan Zhang, Mike Zheng Shou

Conference SIGGRAPH Asia 2024 Neural & Generative
Diffusion Model Painting Process Video Generation LoRA

Still-Moving: Customized Video Generation without Customized Video Data

Hila Chefer, Shiran Zada, Roni Paiss, Ariel Ephrat, Omer Tov, Michael Rubinstein, Lior Wolf, Tali Dekel, Tomer Michaeli, Inbar Mosseri

Journal SIGGRAPH Asia 2024 Neural & Generative
Video Generation Customized Generation Diffusion Model Text-to-Video LoRA Personalization

AniMaker: Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Haoyuan Shi, Yunxin Li, Xinyu Chen, Longyue Wang, Baotian Hu, Min Zhang

Conference SIGGRAPH Asia 2025 Image & Video
Animated Storytelling Multi-Agent System Monte Carlo Tree Search Video Generation Story Coherence

CamCloneMaster: Enabling Reference-based Camera Control for Video Generation

Yawen Luo, Jianhong Bai, Xiaoyu Shi, Menghan Xia, Xintao Wang, Pengfei Wan, Di Zhang, Kun Gai, Tianfan Xue

Conference SIGGRAPH Asia 2025 Neural & Generative
Video Generation Camera Control Diffusion Model Diffusion Transformer Image To Video

Context as Memory: Scene-Consistent Interactive Long Video Generation with Memory Retrieval

Jiwen Yu, Jianhong Bai, Yiran Qin, Quande Liu, Xintao Wang, Pengfei Wan, Di Zhang, Xihui Liu

Conference SIGGRAPH Asia 2025 Neural & Generative
Video Generation Diffusion Model World Model Memory Retrieval Camera Control

Cut2Next: Generating Next Shot via In-Context Tuning

Jingwen He, Hongbo Liu, Jiajun Li, Ziqi Huang, Yu Qiao, Wanli Ouyang, Ziwei Liu

Conference SIGGRAPH Asia 2025 Neural & Generative
Video Generation Diffusion Transformer In-Context Tuning Cinematic Continuity Multi-Shot Generation

Generating the Past, Present and Future from a Motion-Blurred Image

SaiKiran Tedla, Kelly Zhu, Trevor Canham, Felix Taubner, Michael S. Brown, Kiriakos N. Kutulakos, David B. Lindell

Journal SIGGRAPH Asia 2025 Neural & Generative
Video Diffusion Model Motion Deblurring Video Generation Computational Photography Inverse Problems Scene Dynamics

High-Fidelity Dynamic Portrait Animation via Direct Preference Optimization and Temporal Motion Modulation

Jiahao Cui, Yan Chen, Mingwang Xu, Hanlin Shang, Yuxuan Chen, Yun Zhan, Zilong Dong, Yao Yao, Jingdong Wang, Siyu Zhu

Conference SIGGRAPH Asia 2025 Image & Video
Portrait Animation Direct Preference Optimization Diffusion Model Audio-Driven Video Generation

HOMA: Towards Generic Human-Object Interaction in Multimodal Driven Human Animation with Weak Conditions

Ziyao Huang, Zixiang Zhou, Juan Cao, Yifeng Ma, Yi Chen, Zejing Rao, Zhiyong Xu, Hongmei Wang, Qin Lin, Yuan Zhou, Qinglin Lu, Fan Tang

Conference SIGGRAPH Asia 2025 Image & Video
Human Object Interaction Human Animation Video Generation Diffusion Transformer Weak Conditions Multimodal Control Audio Driven Animation

Learning to Refocus with Video Diffusion Models

SaiKiran Tedla, Zhoutong Zhang, Xuaner Zhang, Shumian Xin

Conference SIGGRAPH Asia 2025 Neural & Generative
Diffusion Model Video Generation Refocusing Computational Photography Focal Stack

Uni3C: Unifying Precisely 3D-Enhanced Camera and Human Motion Controls for Video Generation

ChenJie Cao, JingKai Zhou, ShiKai Li, JingYun Liang, ChaoHui Yu, Fan Wang, Yanwei Fu, XiangYang Xue

Conference SIGGRAPH Asia 2025 Neural & Generative
Video Generation Camera Control Human Animation Diffusion Model Point Cloud 3D Priors

Virtually Being: Customizing Camera-Controllable Video Diffusion Models with Volumetric Performance Captures

Yuancheng Xu, Wenqi Xian, Li Ma, Julien Philip, Ahmet Levent Taşel, Yiwei Zhao, Ryan Burgert, Mingming He, Oliver Hermann, Oliver Pilarski, Rahul Garg, Paul Debevec, Ning Yu

Conference SIGGRAPH Asia 2025 Neural & Generative
Video Generation Camera Control Diffusion Model Identity Preservation 4D Gaussian Splatting Virtual Production

X-UniMotion: Animating Human Images with Expressive, Unified and Identity-Agnostic Motion Latents

Guoxian Song, Hongyi Xu, Xiaochen Zhao, You Xie, Tianpei Gu, Zenan Li, Chenxu Zhang, Linjie Luo

Conference SIGGRAPH Asia 2025 Image & Video
Human Image Animation Motion Transfer Diffusion Model Latent Representation Identity Disentanglement Video Generation