4D Generation

Interspatial Attention for Efficient 4D Human Video Generation

Ruizhi Shao, Yinghao Xu, Yujun Shen, Ceyuan Yang, Yang Zheng, Changan Chen, Yebin Liu, Gordon Wetzstein

Journal SIGGRAPH 2025 Neural & Generative
Human Video Generation Diffusion Transformer Cross Attention SMPL 4D Generation Variational Autoencoder Camera Control

Splat4D: Diffusion-Enhanced 4D Gaussian Splatting for Temporally and Spatially Consistent Content Creation

Minghao Yin, Yukang Cao, Songyou Peng, Kai Han

Conference SIGGRAPH 2025 Neural & Generative
4D Generation 3D Gaussian Splatting Diffusion Model Video Diffusion Model Novel View Synthesis

R-DMesh: Video-Guided 3D Animation via Rectified Dynamic Mesh Flow

Zijie Wu, Lixin Xu, Puhua Jiang, Sicong Liu, Chunchao Guo, Xiang Bai

Conference SIGGRAPH 2026 Animation & Simulation
3D Animation 4D Generation Rectified Flow Dynamic Mesh Diffusion Model Video-Driven

360-degree Human Video Generation with 4D Diffusion Transformer

Ruizhi Shao, Youxin Pang, Zerong Zheng, Jingxiang Sun, Yebin Liu

Journal SIGGRAPH Asia 2024 Neural & Generative
Human Video Generation Diffusion Transformer 4D Generation Multi View Consistency SMPL

AnimaX: Animating the Inanimate in 3D with Joint Video-Pose Diffusion Models

Zehuan Huang, Haoran Feng, Yangtian Sun, Yuanchen Guo, Yanpei Cao, Lu Sheng

Conference SIGGRAPH Asia 2025 Animation & Simulation
3D Animation Video Diffusion Model Skeleton Based Animation Pose Estimation 4D Generation

In-2-4D: Inbetweening from Two Single-View Images to 4D Generation

Sauradip Nag, Daniel Cohen-Or, Hao Zhang, Ali Mahdavi-Amiri

Conference SIGGRAPH Asia 2025 Neural & Generative
4D Generation Motion Inbetweening Video Diffusion Model Gaussian Splatting Deformation Field Frame Interpolation

SS4D: Native 4D Generative Model via Structured Spacetime Latents

Zhibing Li, Mengchen Zhang, Tong Wu, Jing Tan, Jiaqi Wang, Dahua Lin

Journal SIGGRAPH Asia 2025 Neural & Generative
4D Generation 3D Generation Generative Model Spacetime Latents Temporal Consistency Monocular Video 3D Gaussians