Chen Yang (杨辰)

About:
I am a Principal Engineer at HUAWEI, working on 3D generative foundation models and world models. I own model R&D for the Xiaoyi 3D foundation model, which powers the team product Xiaoyi 3D × Pixel Artisan PRO. My latest work, SUPRA-Tex, turns a single image into a relightable PBR 3D asset whose textures stay aligned with the input; trained only on open-source data, it is competitive with leading commercial 3D generators. I work closely with Dr. Jiemin Fang and Dr. Qi Tian. I received my Ph.D. in Computer Science and Technology from Shanghai Jiao Tong University (SJTU) in 2025, supervised by Prof. Wei Shen, after earning my B.S. (2019) and M.S. (2021) at SJTU. In 2023, I received the MICCAI Young Scientist Award for LerPlane, my work on fast 4D reconstruction of deformable tissues. I have published 20+ papers and preprints, with nearly 2,000 citations on Google Scholar.

profile photo Ghibli-style profile photo

Research Vision:
My long-term goal is to build world models for embodied intelligence: models that can generate, reconstruct, and simulate complex 3D environments. My current work follows three threads: 3D generative foundation models (UniLat3D, SUPRA-Tex, SCULPT), large-scale 3D world generation (WorldGrow, WorldAct), and high-quality 3D reconstruction (GaussianObject), which I aim to bring together into general-purpose spatial intelligence. Representative projects release code or complete project materials for reproducible evaluation and fair comparison; see my open research record. I believe world models will become a foundation of embodied AI and a critical step toward AGI.

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Highlights

SUPRA-Tex

Input‑Aligned 3D Generation

WorldGrow

Infinite 3D World Generation

GaussianObject

Four‑View 3D Reconstruction

LerPlane

Fast 4D Tissue Reconstruction

News

2026-10: Our latest work SUPRA-Tex is now fully open source! From a single image, it builds a PBR 3D asset whose textures stay locked to the reference, down to fine lettering and patterns. Trained only on open-source data, it is preferred over five commercial systems (Hunyuan3D, Rodin, Tripo, Meshy, and Hi3D) for both visual quality and input alignment across 512 paired human evaluations. Project / Paper / Code / Model weights / Live demo.

2026-08: SCULPT is released, introducing subtractive composition for 3D part generation.

2026-06: Pixel Artisan PRO (像素匠PRO) surpasses 40,000 users within 50 hours of launch.

2026-06: The Xiaoyi 3D foundation model, whose R&D I own, powers our team product Xiaoyi 3D × Pixel Artisan PRO (小艺3D × 像素匠PRO), which debuted at HDC 2026 and received the HarmonyOS Innovative Premium App Award.

2026-06: Snap-Snap is accepted to TCSVT.

2026-05: WorldAct, a project I initiated and mentored, is released and now accepted to NeurIPS 2026. It turns monolithic 3D worlds into interaction-ready, object-centric scenes.

2026-03: TIGON is accepted to CVPR 2026.

2026-03: UniLat3D is accepted to Findings of CVPR 2026.

2025-11: WorldGrow is accepted to AAAI 2026 as an Oral presentation.

2025-11: Three papers are accepted to AAAI 2026.

2025-07: GaussianObject surpasses 1,200 GitHub stars.

2025-06: Our book Hands-on Computer Vision is published in English and Chinese (动手学计算机视觉). Written for computer vision practitioners and researchers, it can also serve as a textbook for computer vision courses in AI-related programs.

2025-02: GaussianObject surpasses 1,000 GitHub stars.

2024-09: GaussianObject is accepted by TOG(SIGGRAPH Asia 2024).

2024-06: EndoGSLAM is accepted by MICCAI 2024.

2024-04: ForPlane is accepted by TMI.

2023-10: LerPlane receives MICCAI Young Scientist Award 2023.

Selected Recent Projects

SUPRA-Tex: 3D Generation with Super-Aligned Texture Chen Yang*, Jiemin Fang*, Fanpeng Meng*, Zihao Huang, Jichen Pang, Guanjun Wu, Zhikuan Bao, Qi Tian
First author and lead developer: Chen Yang
arXiv, 2026 · Fully open source

From a single image, SUPRA-Tex builds a relightable PBR 3D asset whose textures stay locked to the reference, down to fine lettering, patterns, and material boundaries. Trained only on open-source data, it is preferred over five commercial systems, Hunyuan3D 3.1, Rodin 2.5, Tripo H3.1, Meshy 7.1, and Hi3D 3.0, for both visual quality and input alignment across 512 paired human evaluations. The 2.1B‑parameter model, code, and live demo are fully open.

Project / Paper / Code / Model weights / Live demo
  • Image-to-3D
  • PBR Materials
  • Texture Alignment
WorldGrow: Generating Infinite 3D World Sikuang Li*, Chen Yang*, Jiemin Fang, Taoran Yi, Jia Lu, Jiazhong Cen, Lingxi Xie, Wei Shen, Qi Tian
Co-first author and research mentor: Chen Yang
AAAI, 2026, Oral
Details / Page / arXiv / Code / Video
  • World Models
  • Infinite 3D Generation
  • Structured Latents
SCULPT: Subtractive Composition for 3D Part Generation Sikuang Li*, Chen Yang*, Jiemin Fang, Jiazhong Cen, Yuhe Wei, Jichen Pang, Wei Shen, Qi Tian
Co-first author and research mentor: Chen Yang
arXiv, 2026
Details / Page / arXiv / Code
  • Part-aware 3D Generation
  • Subtractive Composition
  • Structured 3D Latents
WorldAct object-centric interactive 3D world teaser
WorldAct: Activating Monolithic 3D Worlds into Interactive-Ready Object-Centric Scenes Jichen Hu*, Jiawei Guo*, Jiazhong Cen*, Chen Yang, Sikuang Li, Wei Shen
Project initiator, co-author, and research mentor: Chen Yang
NeurIPS, 2026
Page / arXiv / Project repository
  • Interactive 3D Worlds
  • Object-centric Scenes
  • 3D Gaussian Splatting
UniLat3D: Geometry-Appearance Unified Latents for Single-Stage 3D Generation Guanjun Wu*, Jiemin Fang*, Chen Yang*, Sikuang Li, Taoran Yi, Jia Lu, Zanwei Zhou, Jiazhong Cen, Lingxi Xie, Xiaopeng Zhang, Wei Wei, Wenyu Liu, Xinggang Wang, Qi Tian
Co-first author and mesh decoder lead: Chen Yang
Findings of CVPR, 2026
Details / Page / arXiv / Code / Demo
  • 3D Generation
  • Geometry-Appearance Latents
  • Single-Stage Generation
TIGON teaser
TIGON: Text-Image Conditioned 3D Generation Jiazhong Cen, Jiemin Fang, Sikuang Li, Guanjun Wu, Chen Yang, Taoran Yi, Zanwei Zhou, Zhikuan Bao, Lingxi Xie, Wei Shen, Qi Tian
CVPR, 2026
Details / Page / arXiv / Code / Models
  • Text-Image Conditioned 3D
  • Multimodal Generation
  • Vision-Language Guidance
Snap-Snap: Taking Two Images to Reconstruct 3D Human Gaussians in Milliseconds Jia Lu*, Taoran Yi*, Jiemin Fang, Chen Yang, Chuiyun Wu, Wei Shen, Wenyu Liu, Qi Tian, Xinggang Wang
TCSVT, 2026
Page / arXiv / Code
Segment Anything in 3D with NeRFs Jiazhong Cen*, Zanwei Zhou*, Jiemin Fang, Chen Yang, Wei Shen, Lingxi Xie, Dongsheng Jiang, Xiaopeng Zhang, Qi Tian
NeurIPS, 2023
Page / arXiv / Code
LerPlane: Neural Representations for Fast 4D Reconstruction of Deformable Tissues Chen Yang, Kailing Wang, Yuehao Wang, Xiaokang Yang, Wei Shen
MICCAI, 2023, Best Student Paper (Young Scientist Award)
Paper / Code
NeRFVS: Neural Radiance Fields for Free View Synthesis via Geometry Scaffolds Chen Yang, Peihao Li, Zanwei Zhou, Shanxin Yuan, Bingbing Liu, Xiaokang Yang, Weichao Qiu, Wei Shen
CVPR, 2023
Paper / arXiv

Honors and Awards

  • 2023: Intel Scholarship
  • 2023: MICCAI Young Scientist Award
  • 2022: Second Prize, National Post-Graduate Mathematical Contest in Modeling
  • 2021: National Scholarship
  • 2021: First Prize, Huawei ICT Competition (China)

Academic Services

Conference Reviewer:

CVPR; ICCV; ECCV; NeurIPS; ICLR; ICML; AAAI; MICCAI; SIGGRAPH; SIGGRAPH Asia

Journal Reviewer:

TOG; TMI; TPAMI; TVCG; TIP; TCSVT; TOMM

Teaching Assistant:

  • 2019: MI 321: Course Design of Instrument Bus and Virtual Environment
  • 2020: MI 318: Measuring and Controlling Circuit
  • 2021: EE 334: Industrial Measurement and Control Technology and System

Publications

Full publications can also be found in my Google Scholar. Machine-readable records: BibTeX / JSON / Atom feed.

2026

Chen Yang*, Jiemin Fang*, Fanpeng Meng*, Zihao Huang, Jichen Pang, Guanjun Wu, Zhikuan Bao, Qi Tian.
SUPRA-Tex: 3D Generation with Super-Aligned Texture. arXiv preprint, 2026. Project / Paper / Code / Model weights / Live demo

Jichen Hu*, Jiawei Guo*, Jiazhong Cen*, Chen Yang, Sikuang Li, Wei Shen.
WorldAct: Activating Monolithic 3D Worlds into Interactive-Ready Object-Centric Scenes. NeurIPS, 2026.

Sikuang Li*, Chen Yang*, Jiemin Fang, Jiazhong Cen, Yuhe Wei, Jichen Pang, Wei Shen, Qi Tian.
SCULPT: Subtractive Composition for 3D Part Generation. arXiv preprint, 2026.

Jiazhong Cen, Jiemin Fang, Sikuang Li, Guanjun Wu, Chen Yang, Taoran Yi, Zanwei Zhou, Zhikuan Bao, Lingxi Xie, Wei Shen, Qi Tian.
TIGON: Text-Image Conditioned 3D Generation. CVPR, 2026.

Guanjun Wu*, Jiemin Fang*, Chen Yang*, Sikuang Li, Taoran Yi, Jia Lu, Zanwei Zhou, Jiazhong Cen, Lingxi Xie, Xiaopeng Zhang, Wei Wei, Wenyu Liu, Xinggang Wang, Qi Tian.
UniLat3D: Geometry-Appearance Unified Latents for Single-Stage 3D Generation. Findings of CVPR, 2026.

Jia Lu*, Taoran Yi*, Jiemin Fang, Chen Yang, Chuiyun Wu, Wei Shen, Wenyu Liu, Qi Tian, Xinggang Wang.
Snap-Snap: Taking Two Images to Reconstruct 3D Human Gaussians in Milliseconds. IEEE Trans. Circuits and Systems for Video Technology (TCSVT), 2026.

Sikuang Li*, Chen Yang*, Jiemin Fang, Taoran Yi, Jia Lu, Jiazhong Cen, Lingxi Xie, Wei Shen, Qi Tian.
WorldGrow: Generating Infinite 3D World. AAAI, 2026. (Oral)

Jichen Hu*, Chen Yang*, Zanwei Zhou, Jiemin Fang, Qi Tian, Wei Shen.
Dereflection Any Image with Diffusion Priors and Diversified Data. AAAI, 2026.

Zanwei Zhou, Taoran Yi, Jiemin Fang, Chen Yang, Lingxi Xie, Xinggang Wang, Wei Shen, Qi Tian.
Few-step Diffusion for 3D Generation by Learning Marginal Probability Path. AAAI, 2026.

2025

Jiazhong Cen, Jiemin Fang, Chen Yang, Lingxi Xie, Xiaopeng Zhang, Wei Shen, Qi Tian.
Segment Any 3D Gaussians. AAAI, 2025.

Zanwei Zhou, Chen Yang, Piao Yang, Xiaokang Yang, Wei Shen.
EndoDAV: Depth Any Video in Endoscopy with Spatiotemporal Accuracy. MICCAI, 2025.

2024

Yabo Chen*, Chen Yang*, Jiemin Fang, Xiaopeng Zhang, Lingxi Xie, Wei Shen, Wenrui Dai, Hongkai Xiong, Qi Tian.
LiftImage3D: Lifting any single image to 3D Gaussians with video generation priors. arXiv preprint, 2024.

Chen Yang*, Sikuang Li*, Jiemin Fang, Ruofan Liang, Lingxi Xie, Xiaopeng Zhang, Wei Shen, Qi Tian.
GaussianObject: High-Quality 3D Object Reconstruction from Four Views with Gaussian Splatting. ACM Trans. Graphics (SIGGRAPH Asia), 2024.

Chen Yang*, Kailing Wang*, Yuehao Wang, Sikuang Li, Yan Wang, Qi Dou, Xiaokang Yang, Wei Shen.
EndoGSLAM: Real-time Dense Reconstruction and Tracking in Endoscopic Surgeries using Gaussian Splatting. MICCAI, 2024.

Chen Yang, Kailing Wang, Yuehao Wang, Qi Dou, Xiaokang Yang, Wei Shen.
Efficient Deformable Tissue Reconstruction via Orthogonal Neural Plane. IEEE Trans. Medical Imaging (TMI), 2024.

Kailing Wang*, Chen Yang*, Keyang Zhao, Xiaokang Yang, Wei Shen.
Realistic surgical simulation from monocular videos. arXiv preprint, 2024.

Chen Yang*, Haoyu Zhao*, Hao Wang, Xingyue Zhao, Wei Shen.
SG-GS: Photo-realistic Animatable Human Avatars with Semantically-Guided Gaussian Splatting. arXiv preprint, 2024.

Chen Yang*, Haoyu Zhao*, Hao Wang, Wei Shen.
CHASE: 3D-Consistent Human Avatars with Sparse Inputs via Gaussian Splatting and Contrastive Learning. arXiv preprint, 2024.

2023

Jiazhong Cen*, Zanwei Zhou*, Jiemin Fang, Chen Yang, Wei Shen, Lingxi Xie, Dongsheng Jiang, Xiaopeng Zhang, Qi Tian.
Segment Anything in 3D with NeRFs. NeurIPS, 2023.

Chen Yang, Kailing Wang, Yuehao Wang, Xiaokang Yang, Wei Shen.
Neural LerPlane Representations for Fast 4D Reconstruction of Deformable Tissues. MICCAI, 2023. (Best Student Paper, Young Scientist Award)

Chen Yang, Peihao Li, Zanwei Zhou, Shanxin Yuan, Bingbing Liu, Xiaokang Yang, Weichao Qiu, Wei Shen.
NeRFVS: Neural Radiance Fields for Free View Synthesis via Geometry Scaffolds. CVPR, 2023.

Peihao Li, Shaohui Wang, Chen Yang, Bingbing Liu, Weichao Qiu, Haoqian Wang.
NeRF-MS: Neural Radiance Fields with Multi-Sequence. ICCV, 2023.

2022

Chen Yang, Shun-Yu Yao, Zan-Wei Zhou, Bin Ji, Guang-Tao Zhai, Wei Shen.
Poxture: Human Posture Imitation Using Neural Texture. IEEE Trans. Circuits and Systems for Video Technology (TCSVT), 2022.

Zanwei Zhou, Ruizhe Zhong, Chen Yang, Yan Wang, Xiaokang Yang, Wei Shen.
A k-variate Time Series is Worth k Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting. arXiv preprint, 2022.

Ruofan Liang, Jiahao Zhang, Haoda Li, Chen Yang, Yushi Guan, Nandita Vijaykumar.
SPIDR: SDF-based Neural Point Fields for Illumination and Deformation. CVPR Workshop, 2022.

2021

Bin Ji, Chen Yang, Shunyu Yao, Ye Pan.
HPOF: 3D Human Pose Recovery from Monocular Video with Optical Flow. ICMR, 2021.

Miscellanea

Beyond papers, I enjoy reconstructing, generating, and preserving fragments of this beautiful world in 3D.