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Tong WU 吴桐

PostDoc @ Stanford

Biography

Tong Wu is a postdoctoral researcher at Stanford University, working with Prof. Gordon Wetzstein. She obtained her PhD degree in 2024 from Multi-Media Lab(MMLab) at CUHK, under the supervision of Prof. Dahua Lin. She also works closely with Prof. Ziwei Liu at NTU and previously served as a visiting student researcher at Stanford University with Prof. Gordon Wetzstein. She received her bachelor’s degree from the EE Department at Tsinghua University in 2020, where she worked with Prof. Yu Wang and Prof. Jiansheng Chen. Her research interests include 3D Vision and AIGC.

News

[2025-03] Four papers accepted to ICCV 2025.
[2025-03] One papers accepted to SIGGRAPH 2025.
[2025-02] Two papers accepted to CVPR 2025 (1 Highlight).
[2025-01] Three papers accepted to ICLR 2025 (1 Highlight).
[2024-09] Two papers accepted to NeurIPS 2024 (1 Main Track & 1 D&B Track).
[2024-07] Two papers accepted to ECCV 2024.
[2024-03] Three papers accepted to CVPR 2024 (1 Highlight).
[2024-01] One paper accepted to ICLR 2024.
[2023-08] One paper accepted to SIGGRAPH Asia 2023.
[2023-07] We are organizing OmniObject3D Challenge, hosted by AI for 3D Content Creation Workshop on ICCV 2023.
[2023-07] One paper accepted to ICCV 2023 (as Oral).
[2023-06] Invited talk at 3D Scene Understanding Workshop on CVPR 2023.
[2023-02] One paper accepted to CVPR 2023 (as Award Candidate, Top 12/9155).
[2023-01] One paper accepted to ICLR 2023 (as Spotlight).
[2021-09] Two papers accepted to NeurIPS 2021.
[2021-07] We are organizing ICCV 2021 SenseHuman Workshop and MVP Challenge.
[2021-06] Invited talks at RCV Workshop in CVPR 2021 and Techbeat.
[2021-03] Two papers accepted to CVPR 2021 (both as Orals).
[2020-07] Two papers accepted to ECCV 2020 (1 Spotlight).
[2020-06] Happy graduation!!
[2020-04] Awarded Hong Kong PhD Fellowship Scheme (HKPFS).

Experience

PostDoc

Stanford University

Jan 2025 – Present California, US

Visiting Student Researcher

Stanford University

Jan 2024 – Apr 2024 California, US

Ph.D. Student at MMLab@CUHK

The Chinese University of Hong Kong

Aug 2020 – Oct 2024 Hong Kong, China

Bachelor Degree in Engineering

Tsinghua University

Aug 2016 – Jun 2020 Beijing, China

Publications

Video World Models with Long-term Spatial Memory

arxiv, 2025
Tong Wu*, Shuai Yang*, Ryan Po, Yinghao Xu, Ziwei Liu, Dahua Lin, Gordon Wetzstein

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Video World Models with Long-term Spatial Memory

HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance

arxiv, 2025
Jiazi Bu, Pengyang Ling, Yujie Zhou, Pan Zhang, Tong Wu, Xiaoyi Dong, Yuhang Zang, Yuhang Cao, Dahua Lin, Jiaqi Wang

PDF Cite Code Project

HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance

GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photography

ICCV, 2025
Mengchen Zhang, Tong Wu, Jing Tan, Ziwei Liu, Gordon Wetzstein, Dahua Lin

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GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photography

Light-A-Video: Training-free Video Relighting via Progressive Light Fusion

ICCV, 2025
Yujie Zhou, Jiazi Bu, Pengyang Ling, Pan Zhang, Tong Wu, Qidong Huang, Jinsong Li, Xiaoyi Dong, Yuhang Zang, Yuhang Cao, Anyi Rao, Jiaqi Wang, Li Niu

PDF Cite Code Project

Light-A-Video: Training-free Video Relighting via Progressive Light Fusion

RelightVid: Temporal-Consistent Diffusion Model for Video Relighting

arxiv, 2025
Ye Fang*, Zeyi Sun*, Shangzhan Zhang, Tong Wu, Yinghao Xu, Pan Zhang, Jiaqi Wang, Gordon Wetzstein, Dahua Lin

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RelightVid: Temporal-Consistent Diffusion Model for Video Relighting

Imagine360: Immersive 360 Video Generation from Perspective Anchor

arXiv, 2024
Jing Tan*, Shuai Yang*, Tong Wu, Jingwen He, Yuwei Guo, Ziwei Liu, Dahua Lin

Cite Code Project

Imagine360: Immersive 360 Video Generation from Perspective Anchor

FiVA: Fine-grained Visual Attribute Dataset for Text-to-Image Diffusion Models

NeurIPS, 2024 (Datasets and Benchmarks Track)
Tong Wu, Yinghao Xu, Ryan Po, Mengchen Zhang, Guandao Yang, Jiaqi Wang, Ziwei Liu, Dahua Lin, Gordon Wetzstein

Cite Code Project

FiVA: Fine-grained Visual Attribute Dataset for Text-to-Image Diffusion Models

LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

ICLR, 2025 Highlight
Junyan Ye*, Baichuan Zhou*, Zilong Huang, Junan Zhang*, Tianyi Bai, Hengrui Kang, Jun He, Honglin Lin, Zihao Wang, Tong Wu, Zhizheng Wu, Yiping Chen, Dahua Lin, Conghui He, Weijia Li *

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LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

BroadWay: Boost Your Text-to-Video Generation Model in a Training-free Way

CVPR, 2025
Jiazi Bu*, Pengyang Ling*, Pan Zhang, Tong Wu, Xiaoyi Dong, Yuhang Zang, Yuhang Cao, Dahua Lin, Jiaqi Wang

PDF Cite Code Project

BroadWay: Boost Your Text-to-Video Generation Model in a Training-free Way

3DTopia-XL: Scaling High-quality 3D Asset Generation via Primitive Diffusion

CVPR, 2025 Highlight
Zhaoxi Chen, Jiaxiang Tang, Yuhao Dong, Ziang Cao, Fangzhou Hong, Yushi Lan, Tengfei Wang, Haozhe Xie, Tong Wu, Shunsuke Saito, Liang Pan, Dahua Lin, Ziwei Liu

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3DTopia-XL: Scaling High-quality 3D Asset Generation via Primitive Diffusion

LayerPano3D: Layered 3D Panorama for Hyper-Immersive Scene Generation

SIGGRAPH, 2025
*Shuai Yang*, Jing Tan*, Mengchen Zhang, Tong Wu, Yixuan Li, Gordon Wetzstein, Ziwei Liu, Dahua Lin

PDF Cite Code Project

LayerPano3D: Layered 3D Panorama for Hyper-Immersive Scene Generation

Tailor3D: Customized 3D Assets Editing and Generation with Dual-Side Images

arXiv, 2024
Zhangyang Qi, Yunhan Yang, Mengchen Zhang, Long Xing, Xiaoyang Wu, Tong Wu, Dahua Lin5, Xihui Liu, Jiaqi Wang, Hengshuang Zhao

PDF Cite Code Project

Tailor3D: Customized 3D Assets Editing and Generation with Dual-Side Images

Bootstrap3D: Improving Multi-view Diffusion Model with Synthetic Data

arXiv, 2024
Zeyi Sun, Tong Wu, Pan Zhang, Yuhang Zang, Xiaoyi Dong, Yuanjun Xiong, Dahua Lin, Jiaqi Wang

PDF Cite Code Project

Bootstrap3D: Improving Multi-view Diffusion Model with Synthetic Data

MotionClone: Training-Free Motion Cloning for Controllable Video Generation

arXiv, 2024
Pengyang Ling*, Jiazi Bu*, Pan Zhang, Xiaoyi Dong, Yuhang Zang, Tong Wu, Huaian Chen, Jiaqi Wang, Yi Jin

PDF Cite Code Project

MotionClone: Training-Free Motion Cloning for Controllable Video Generation

Make-it-Real: Unleashing Large Multimodal Model for Painting 3D Objects with Realistic Materials

NeurIPS, 2024
Ye Fang*, Zeyi Sun*, Tong Wu, Jiaqi Wang, Ziwei Liu, Gordon Wetzstein, Dahua Lin

PDF Cite Code Project

Make-it-Real: Unleashing Large Multimodal Model for Painting 3D Objects with Realistic Materials

Omni6D: Large-Vocabulary 3D Object Dataset for Category-Level 6D Object Pose Estimation

ECCV, 2024
Mengchen Zhang, Tong Wu, Tai Wang, Tengfei Wang, Ziwei Liu, Dahua Lin

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Omni6D: Large-Vocabulary 3D Object Dataset for Category-Level 6D Object Pose Estimation

ComboVerse: Compositional 3D Assets Creation Using Spatially-Aware Diffusion Guidance

ECCV, 2024
Yongwei Chen*, Tengfei Wang*, Tong Wu, Xingang Pan, Kui Jia, Ziwei Liu

PDF Cite Project

ComboVerse: Compositional 3D Assets Creation Using Spatially-Aware Diffusion Guidance

3DTopia: Large Text-to-3D Generation Model with Hybrid Diffusion Priors

arXiv, 2024
, Fangzhou Hong*, Jiaxiang Tang*, Ziang Cao*, Min Shi*, Tong Wu, Zhaoxi Chen, Shuai Yang, Tengfei Wang, Liang Pan, Dahua Lin, Ziwei Liu

PDF Cite Code

3DTopia: Large Text-to-3D Generation Model with Hybrid Diffusion Priors

GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation

CVPR, 2024
Tong Wu*, Guandao Yang*, Zhibing Li*, Kai Zhang, Ziwei Liu, Dahua Lin, Gordon Wetzstein

PDF Cite Code Project

GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation

Alpha-CLIP: A CLIP Model Focusing on Wherever You Want

CVPR, 2024
Zeyi Sun*, Ye Fang*, Tong Wu, Pan Zhang, Yuhang Zang, Shu Kong, Yuanjun Xiong, Dahua Lin, Jiaqi Wang

PDF Cite Code Project

Alpha-CLIP: A CLIP Model Focusing on Wherever You Want

GPT4Point: A Unified Framework for Point-Language Understanding and Generation

CVPR, 2024
Zhangyang Qi*, Ye Fang*, Zeyi Sun*, Xiaoyang Wu, Tong Wu, Jiaqi Wang#, Dahua Lin, Hengshuang Zhao#

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GPT4Point: A Unified Framework for Point-Language Understanding and Generation

Large-vocabulary 3d diffusion model with transformer

ICLR, 2024
Ziang Cao, Fangzhou Hong, Tong Wu, Liang Pan, Ziwei Liu

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Large-vocabulary 3d diffusion model with transformer

HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

SIGGRAPH Asia, 2023, conference track
Tong Wu*, Zhibing Li*, Shuai Yang*, Pan Zhang, Xingang Pan, Jiaqi Wang, Ziwei Liu, Dahua Lin

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HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation

CVPR, 2023 Best Paper Award Candidate, Top 12/9155
Tong Wu, Jiarui Zhang, Xiao Fu, Yuxin Wang, Jiawei Ren, Liang Pan, Wayne Wu, Lei Yang, Jiaqi Wang, Chen Qian, Dahua Lin, Ziwei Liu

PDF Cite Code Project

OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation

V3Det: Vast Vocabulary Visual Detection Dataset

ICCV, 2023 Oral presentation
Jiaqi Wang*, Pan Zhang*, Tao Chu*, Yuhang Cao*, Yujie Zhou, Tong Wu, Bin Wang, Conghui He, Dahua Lin

PDF Cite Code Project

V3Det: Vast Vocabulary Visual Detection Dataset

Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstruction

ICLR, 2023 Spotlight
Tong Wu, Jiaqi Wang, Xingang Pan, Xudong Xu, Christian Theobalt, Ziwei Liu, Dahua Lin

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Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstruction

Density-aware Chamfer Distance as a Comprehensive Metric for Point Cloud Completion

NeurIPS, 2021
Tong Wu, Liang Pan, Junzhe Zhang, Tai Wang, Ziwei Liu, Dahua Lin

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Density-aware Chamfer Distance as a Comprehensive Metric for Point Cloud Completion

Few-Shot Object Detection via Association and DIscrimination

NeurIPS, 2021
Yuhang Cao, Jiaqi Wang, Ying Jin, Tong Wu, Kai Chen, Ziwei Liu, Dahua Lin

PDF Cite Code

Few-Shot Object Detection via Association and DIscrimination

Adversarial Robustness under Long-Tailed Distribution

CVPR, 2021 Oral presentation
Tong Wu, Ziwei Liu, Qingqiu Huang, Yu Wang, Dahua Lin

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Adversarial Robustness under Long-Tailed Distribution

Towards Evaluating and Training Verifiably Robust Neural Networks

CVPR, 2021 Oral presentation
Zhaoyang Lyu, Minghao Guo, Tong Wu, Guodong Xu, Dahua Lin

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Towards Evaluating and Training Verifiably Robust Neural Networks

Shaping Deep Feature Space towards Gaussian Mixture for Visual Classification

TPAMI, 2022
Weitao Wan, Jiansheng Chen, Cheng Yu, Tong Wu, Yuanyi Zhong, Ming-Hsuan Yang

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Shaping Deep Feature Space towards Gaussian Mixture for Visual Classification

Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets

ECCV, 2020 Spotlight
Tong Wu, Qingqiu Huang, Ziwei Liu, Yu Wang, Dahua Lin

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Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets

Caption-Supervised Face Recognition: Training a State-of-the-Art Face Model without Manual Annotation

ECCV, 2020
Qingqiu Huang, Lei Yang, Huaiyi Huang, Tong Wu, Dahua Lin

PDF Cite Project

Caption-Supervised Face Recognition: Training a State-of-the-Art Face Model without Manual Annotation

Physical Adversarial Attack on Vehicle Detector in the Carla Simulator

Technique report, 2020
Tong Wu, Xuefei Ning, Wenshuo Li, Ranran Huang, Huazhong Yang, Yu Wang

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Physical Adversarial Attack on Vehicle Detector in the Carla Simulator

Visual-friendly Aesthetic QR Code Generation using Image Style Transfer

Technique report, 2019
Tong Wu, Jiansheng Chen, Yiqing Huang, Yu Wang

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Visual-friendly Aesthetic QR Code Generation using Image Style Transfer

Honors and Awards

ECCV 2024 Outstanding Reviewer, 2024
CVPR 2023 Award Candidate, 2023
Hong Kong PhD Fellowship Scheme (HKPFS) of Hong Kong, 2020
Outstanding Graduate of Beijing, 2020
Outstanding Graduate of Tsinghua University, 2020
Outstanding Graduation Paper of Tsinghua University, 2020
National Scholarship, 2018
Three times Annual Scholarship for Academic Excellence by Tsinghua University, 2017-2019
First Prize for National Physical Competition for College Students in China, 2017

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