Jinnan Chen Profile

Singapore

Jinnan Chen

I'm currently a Ph.D. candidate at NUS School of Computing, supervised by Prof Gim Hee Lee. I received my B.E. degree from Wuhan University and MEng degree from Nanyang Technology University with a GPA of 5.0/5.0. During my master's study, I was supervised by Prof Jiang Xudong and Dr Qian Zheng.

Currently, my research interests are mainly in 3D Computer Vision and MLLM, including Reconstruction (Neural Fields & 3DGS), Animation (Skinning & Rigging), Generation (Diffusion & AR) and Omni Models.

I'm on the job market and looking for a Research Scientist/Engineer position starting in the 2025 Fall. Feel free to reach out if you have any openings!

News

  • 🎉 [04.2025] Our MAR-3D is selected as Highlight in CVPR 2025 (Top 13.5% of accepted papers)
  • 🎉 [02.2025] Two papers are accepted in CVPR 2025
  • 🎉 [01.2025] One paper is accepted in ICLR 2025
  • 🎉 [12.2024] One paper is accepted in AAAI 2025
  • 🎉 [10.2024] One paper is accepted in WACV 2025
  • 🎉 [06.2023] One paper is accepted in ICCV 2023
  • 🎉 [02.2021] One paper is accepted in CVPR 2021
  • 🎉 [02.2020] One paper is accepted in CVPR 2020

Publications

MuMA: 3D PBR Texturing via Multi-Channel Multi-View Generation
MuMA: 3D PBR Texturing via Multi-Channel Multi-View Generation and Agentic Post-Processing. [arXiv]
Lingting Zhu, Jingrui Ye, Runze Zhang, Zeyu Hu, Yingda Yin, Lanjiong Li, Jinnan Chen, Shengju Qian, Xin Wang, Qingmin Liao, Lequan Yu
Arxiv 2025
MAR-3D: Progressive Masked Auto-regressor for High-Resolution 3D Generation. [arXiv] [page]
Jinnan Chen, Lingting Zhu, Zeyu Hu, Shengju Qian, Yugang Chen, Xin Wang, Gim Hee Lee
IEEE Conference on Computer Vision and Pattern Recognition(CVPR)2025 Highlight
Reconstructing Close Human Interaction with Appearance and Proxemics Reasoning. [paper] [page]
Buzhen Huang, Chen Li, Chongyang Xu, Dongyue Lu, Jinnan Chen, Yangang Wang, Gim Hee Lee
IEEE Conference on Computer Vision and Pattern Recognition(CVPR)2025
Generalizable Human Gaussians from Single-View Image. [arXiv] [page]
Jinnan Chen, Chen Li, Jianfeng Zhang, Lingting Zhu, Buzhen Huang, Hanlin Chen, Gim Hee Lee
The International Conference on Learning Representations(ICLR)2025
Large Images are Gaussians: Levels of 2D Gaussian Splatting
Large Images are Gaussians: High-quality Large Image Representation with Levels of 2D Gaussian Splatting. [arXiv] [code]
Lingting Zhu, Guying Lin, Jinnan Chen, Xinjie Zhang, Zhenchao Jin, Zhao Wang, Lequan Yu
The Association for the Advancement of Artificial Intelligence (AAAI) 2025
DiHuR: Diffusion-Guided Generalizable Human Reconstruction. [arXiv]
Jinnan Chen, Chen Li, Gim Hee Lee
IEEE/CVF Winter Conference (WACV) 2025
Weakly-supervised 3D Pose Transfer with Keypoints
Weakly-supervised 3D Pose Transfer with Keypoints. [arXiv] [page] [code]
Jinnan Chen, Chen Li, Gim Hee Lee
IEEE International Conference on Computer Vision (ICCV) 2023
Single image reflection removal with absorption effect
Single image reflection removal with absorption effect. [paper] [code]
Qian Zheng, Boxin Shi, Jinnan Chen, Xudong Jiang, Ling-Yu Duan, Alex C. Kot
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2021
Feature distillation with guided adversarial contrastive learning
Feature distillation with guided adversarial contrastive learning. [arXiv]
Tao Bai, Jinnan Chen, Jun Zhao, Bihan Wen, Xudong Jiang, Alex Kot
Arxiv 2020
What does plate glass reveal about camera calibration?
What does plate glass reveal about camera calibration? [paper] [code]
Qian Zheng, Jinnan Chen, Zhan Lu, Boxin Shi, Xudong Jiang, Kim-Hui Yap, Ling-Yu Duan, Alex C. Kot
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020

Teaching

  • [2022] CS5340 Uncertainty Modelling in AI, National University of Singapore
  • [2022] CS5477 3D Computer Vision, National University of Singapore

Academic Services (Reviewer)

  • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024, 2025
  • IEEE/CVF International Conference on Computer Vision (ICCV) 2025
  • International Conference on Machine Learning (ICML) 2025
  • Conference on Neural Information Processing Systems (NeurIPS) 2024, 2025
  • International Conference on Learning Representations (ICLR) 2025
  • International Conference on Artificial Intelligence and Statistics (AISTATS) 2025

Awards

  • Wuhan University Excellent Student
  • NUS Research Scholarship
  • NUS Research Achievement
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