Transformer

Adaptive Local Basis Functions for Shape Completion

Hui Ying, Tianjia Shao, He Wang, Yin Yang, Kun Zhou

Conference SIGGRAPH 2023 Reconstruction

Shape Completion Deep Implicit Functions Point Cloud Transformer SDF

BodyFormer: Semantics-guided 3D Body Gesture Synthesis with Transformer

Kunkun Pang, Dafei Qin, Yingruo Fan, Julian Habekost, Takaaki Shiratori, Junichi Yamagishi, Taku Komura

Journal SIGGRAPH 2023 Animation & Simulation

Gesture Synthesis Motion Generation Transformer Variational Inference Speech-Driven Animation

COFS: COntrollable Furniture layout Synthesis

Wamiq Reyaz Para, Paul Guerrero, Niloy J. Mitra, Peter Wonka

Conference SIGGRAPH 2023 Neural & Generative

Furniture Layout Scene Synthesis Transformer Controllable Generation Autoregressive Model

Generating Procedural Materials from Text or Image Prompts

Yiwei Hu, Paul Guerrero, Miloš Hašan, Holly Rushmeier, Valentin Deschaintre

Conference SIGGRAPH 2023 Neural & Generative

Procedural Material Node Graph Inverse Rendering CLIP Transformer

OctFormer: Octree-based Transformers for 3D Point Clouds

Peng-Shuai Wang

Journal SIGGRAPH 2023 Geometry & Modeling

Point Cloud Transformer Octree Semantic Segmentation 3D Object Detection

LightFormer: Light-Oriented Global Neural Rendering in Dynamic Scene

Haocheng Ren, Yuchi Huo, Yifan Peng, Hongtao Sheng, Weidong Xue, Hongxiang Huang, Jingzhen Lan, Rui Wang, Hujun Bao

Journal meta-only SIGGRAPH 2024 Rendering

Neural Rendering Global Illumination Dynamic Scene Many-Lights Transformer Real-Time Rendering

Anymate: A Dataset and Baselines for Learning 3D Object Rigging

Yufan Deng, Yuhao Zhang, Chen Geng, Shangzhe Wu, Jiajun Wu

Conference SIGGRAPH 2025 Animation & Simulation

Auto Rigging 3D Animation Skinning Weight Skeleton Prediction Point Cloud Transformer

HumanRAM: Feed-forward Human Reconstruction and Animation Model using Transformers

Zhiyuan Yu, Zhe Li, Hujun Bao, Can Yang, Xiaowei Zhou

Conference SIGGRAPH 2025 Reconstruction

Human Reconstruction Human Animation Neural Rendering Transformer SMPL-X Large Reconstruction Model

OctGPT: Octree-based Multiscale Autoregressive Models for 3D Shape Generation

Si-Tong Wei, Rui-Huan Wang, Chuan-Zhi Zhou, Baoquan Chen, Peng-Shuai Wang

Conference SIGGRAPH 2025 Neural & Generative

Autoregressive Model 3D Shape Generation Octree Transformer VQVAE

RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination

Chong Zeng, Yue Dong, Pieter Peers, Hongzhi Wu, Xin Tong

Conference SIGGRAPH 2025 Rendering

Neural Rendering Global Illumination Transformer Sequence-to-Sequence Triangle Mesh

RigAnything: Template-Free Autoregressive Rigging for Diverse 3D Assets

Isabella Liu, Zhan Xu, Wang Yifan, Hao Tan, Zexiang Xu, Xiaolong Wang, Hao Su, Zifan Shi

Journal SIGGRAPH 2025 Animation & Simulation

Automatic Rigging Animation Skeleton Skinning Autoregressive Modeling Transformer Diffusion Model 3D Assets

Transformer IMU Calibrator: Dynamic On-body IMU Calibration for Inertial Motion Capture

Chengxu Zuo, Jiawei Huang, Xiao Jiang, Yuan Yao, Xiangren Shi, Rui Cao, Xinyu Yi, Feng Xu, Shihui Guo, Yipeng Qin

Journal meta-only SIGGRAPH 2025 HCI & XR

IMU Transformer Motion Capture Sensor Calibration Human Pose Estimation

A Generalizable Light Transport 3D Embedding for Global Illumination

Bing Xu, Mukund Varma T, Cheng Wang, Tzu-Mao Li, Lifan Wu, Bartlomiej Wronski, Ravi Ramamoorthi, Marco Salvi

Conference SIGGRAPH 2026 Rendering

Global Illumination Light Transport Transformer Point Cloud Neural Rendering Path Guiding

Autoregressive Modeling of Film with Applications in Video Montage

Marcelo Sandoval-Castañeda, Fabian Caba Heilbron, Shiry Ginosar, Bryan C. Russell, Josef Sivic, Alexei A. Efros, Gregory Shakhnarovich

Conference meta-only SIGGRAPH 2026 Image & Video

Autoregressive Model Video Montage Video Editing Transformer Film Grammar

GMT: A Geometric Multigrid Transformer Solver for Microstructure Homogenization

Yu Xing, Yang Liu, Tianyang Xue, Lin Lu

Journal SIGGRAPH 2026 Animation & Simulation

Neural PDE Solver Homogenization Geometric Multigrid Transformer Metamaterial Differentiable Simulation

GPC: Large-Scale Generative Pretraining for Transferable Motor Control

Yi Shi, Yifeng Jiang, Chen Tessler, Xue Bin Peng

Conference SIGGRAPH 2026 Animation & Simulation

Physics-Based Character Animation Motor Control Reinforcement Learning Generative Model Transformer PEFT

Neural Quadrature Rule and Autoregressive Adaptive Sampling

Haolin Lu, Liwen Wu, Zimo Wang, Tzu-Mao Li, Ravi Ramamoorthi

Journal SIGGRAPH 2026 Rendering

Monte Carlo Integration Adaptive Sampling Transformer Reinforcement Learning Neural Rendering

NeuralSketch2Surf: Fast Neural Surfacing of Unoriented 3D Sketches

Hongsheng Ye, Anandhu Sureshkumar, Zhonghan Wang, Stefanie Hahmann, Marie-Paule Cani, Georges-Pierre Bonneau, Amal Dev Parakkat

Conference meta-only SIGGRAPH 2026 Geometry & Modeling

3D Sketch Surface Reconstruction Transformer Occupancy Grid Neural Network

STyMo: Fast and Controllable Few-Shot Motion Style Transfer

Jose Luis Ponton, Alexander W. Winkler, Ladislav Kavan, Yuting Ye, Petr Kadlecek

Journal SIGGRAPH 2026 Animation & Simulation

Motion Style Transfer Character Animation Few-Shot Learning Transformer Motion Synthesis

Topologically Consistent Multi-view 3D Head Reconstruction via Coarse-Guided Layered Surface Sampling

Timo Bolkart, Daoye Wang, Prashanth Chandran

Conference SIGGRAPH 2026 Reconstruction

3D Head Reconstruction Dense Semantic Correspondence Feed-Forward Registration Multi-View Transformer Surface Sampling Synthetic Data Digital Human

MOCHA: Real-Time Motion Characterization via Context Matching

Deok-Kyeong Jang, Yuting Ye, Jungdam Won, Sung-Hee Lee

Conference SIGGRAPH Asia 2023 Animation & Simulation

Motion Style Transfer Character Animation Motion Matching Transformer Variational Autoencoder Real-Time Rendering

Pose and Skeleton-aware Neural IK for Pose and Motion Editing

Dhruv Agrawal, Martin Guay, Jakob Buhmann, Dominik Borer, Robert W. Sumner

Conference SIGGRAPH Asia 2023 Animation & Simulation

Inverse Kinematics Character Posing Graph Neural Network Transformer Motion Editing

Towards Garment Sewing Pattern Reconstruction from a Single Image

Lijuan Liu, Xiangyu Xu, Zhijie Lin, Jiabin Liang, Shuicheng Yan

Journal SIGGRAPH Asia 2023 Reconstruction

Sewing Pattern Garment Reconstruction Transformer Synthetic Dataset Human Texture Synthesis

Decoupling Contact for Fine-Grained Motion Style Transfer

Xiangjun Tang, Linjun Wu, He Wang, Yiqian Wu, Bo Hu, Songnan Li, Xu Gong, Yuchen Liao, Qilong Kou, Xiaogang Jin

Conference SIGGRAPH Asia 2024 Animation & Simulation

Motion Style Transfer Character Animation Contact Control Motion Manifold Transformer

ELMO: Enhanced Real-time LiDAR Motion Capture through Upsampling

Deok-Kyeong Jang, Dongseok Yang, Deok-Yun Jang, Byeoli Choi, Sung-Hee Lee, Donghoon Shin

Journal SIGGRAPH Asia 2024 Animation & Simulation

Motion Capture LiDAR Point Cloud Motion Upsampling Transformer Character Animation

FaçAID: A Transformer Model for Neuro-Symbolic Facade Reconstruction

Aleksander Plocharski, Jan Swidzinski, Joanna Porter-Sobieraj, Przemyslaw Musialski

Conference SIGGRAPH Asia 2024 Reconstruction

Neuro Symbolic Procedural Modeling Facade Reconstruction Transformer Split Grammar Inverse Procedural Modeling

FragmentDiff: A Diffusion Model for Fractured Object Assembly

Qun-Ce Xu, Hao-Xiang Chen, Jiacheng Hua, Xiaohua Zhan, Yong-Liang Yang, Tai-Jiang Mu

Conference SIGGRAPH Asia 2024 Geometry & Modeling

Fractured Object Assembly Diffusion Model Transformer 6-DoF Pose 3D Shape Reassembly

Procedural Material Generation with Reinforcement Learning

Beichen Li, Yiwei Hu, Paul Guerrero, Milos Hasan, Liang Shi, Valentin Deschaintre, Wojciech Matusik

Journal meta-only SIGGRAPH Asia 2024 Neural & Generative

Procedural Material Reinforcement Learning Transformer Material Graph Generative Model

Quark: Real-time, High-resolution, and General Neural View Synthesis

John Flynn, Michael Broxton, Lukas Murmann, Lucy Chai, Matthew DuVall, Clément Godard, Kathryn Heal, Srinivas Kaza, Stephen Lombardi, Xuan Luo, Supreeth Achar, Kira Prabhu, Tiancheng Sun, Lynn Tsai, Ryan S. Overbeck

Journal SIGGRAPH Asia 2024 Rendering

Neural Rendering Novel View Synthesis Real-Time Rendering Image-based Rendering Layered Depth Map Transformer

World-Grounded Human Motion Recovery via Gravity-View Coordinates

Zehong Shen, Huaijin Pi, Yan Xia, Zhi Cen, Sida Peng, Zechen Hu, Hujun Bao, Ruizhen Hu, Xiaowei Zhou

Conference SIGGRAPH Asia 2024 Reconstruction

Human Motion Recovery Monocular Video SMPL-X Transformer Gravity-Aware

LARM: A Large Articulated Object Reconstruction Model

Sylvia Yuan, Ruoxi Shi, Xinyue Wei, Xiaoshuai Zhang, Hao Su, Minghua Liu

Conference SIGGRAPH Asia 2025 Reconstruction

Articulated Objects 3D Reconstruction Novel View Synthesis Feedforward Model Transformer

LegoACE: Autoregressive Construction Engine for Expressive LEGO® Assemblies

Hao Xu, Yuqing Zhang, Yiqian Wu, Xinyan Zheng, Yu-Tao Liu, Xiangjun Tang, Yunhan Yang, Ding Liang, Ying-Tian Liu, Yuanchen Guo, Yanpei Cao, Xiaogang Jin

Conference meta-only SIGGRAPH Asia 2025 Neural & Generative

LEGO Assembly Autoregressive Model Generative Model 3D Generation Transformer

LVT: Large-Scale Scene Reconstruction via Local View Transformers

Tooba Imtiaz, Lucy Chai, Kathryn Heal, Xuan Luo, Jungyeon Park, Jennifer Dy, John Flynn

Conference SIGGRAPH Asia 2025 Reconstruction

Novel View Synthesis 3D Gaussian Splatting Transformer Local Attention Feed-Forward Reconstruction Large-Scale Scene Reconstruction Relative Pose Encoding