Tianxin Huang      

School of Computing
National University of Singapore (NUS)
Email: 21725129 AT zju DOT edu DOT cn

  


Biography [CV]

I am currently a Research Fellow (Postdoc) in National University of Singapore (NUS), School of Computing, in which I am in collaboration with Prof. Gim Hee Lee in 3D Computer Vision. Before that, I received the Doctor's Degree at April Lab, Zhejiang University (ZJU), under the supervision of Prof. Yong Liu. I received the Bachelor degree in Mechanical Engineering from Xi'an Jiaotong University (XJTU) in 2017. My current research interests includes but not limited on:

3D Geometry Analysis, 3D Human Face Modeling, 3D Scene Understanding and Reconstruction

I am currently seeking research opportunities in Hong Kong, Singapore, Europe, and the U.S. If you believe we are a good fit, feel free to get in touch!

Recent News

Feb, 2025 One paper GEAL is accepted by CVPR 2025! Congratulation to Dongyue!
Jan, 2025 One paper ComPC is accepted by ICLR 2025! Congratulation to all the co-authors!
Sep, 2024 Three papers (Deface, FreeSplat, VCR-Gaus) are accepted by NeurIPS 2024! Congratulation to all the co-authors!
March, 2024 Two papers are accepted by CVPR 2024!
June, 2023 I join the group led by Gim Hee Lee as a Research Fellow (Postdoc)!
March, 2023 One paper is accepted by CVPR 2023!

Selected Publications [Google Scholar]

Unified Geometry and Color Compression Framework for Point Clouds via Generative Diffusion Priors
Tianxin Huang, Gim Hee Lee
Arxiv
GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistency
Dongyue Lu, Lingdong Kong, Tianxin Huang, Gim Hee Lee
CVPR'25
ComPC: Completing a 3D Point Cloud with 2D Diffusion Priors.
Tianxin Huang, Zhiwen Yan, Yuyang Zhao, Gim Hee Lee.
ICLR'25
Learning to Decouple the Lights for 3D Face Texture Modeling.
Tianxin Huang, Zhenyu Zhang, Ying Tai, Gim Hee Lee.
NeurIPS'24
FreeSplat: Generalizable 3D Gaussian Splatting Towards Free-View Synthesis of Indoor Scenes.
Yunsong Wang,Tianxin Huang, Hanlin Chen, Gim Hee Lee.
NeurIPS'24
[Project]
VCR-GauS: View Consistent Depth-Normal Regularizer for Gaussian Surface Reconstruction.
Hanlin Chen, Fangyin Wei, Chen Li, Tianxin Huang, Yunsong Wang, Gim Hee Lee
NeurIPS'24
[Project]
Learning to Measure the Point Cloud Reconstruction Loss in a Representation Space.
Tianxin Huang, Zhonggan Ding, Jiangning Zhang, Ying Tai, Zhenyu Zhang, Mingang Chen, Chengjie Wang, Yong Liu.
CVPR'23
3QNet: 3D Point Cloud Geometry Quantization Compression Network.
Tianxin Huang, Jiangning Zhang, Jun Chen, Zhonggan Ding, Ying Tai, Zhenyu Zhang, Chengjie Wang, Yong Liu.
Siggraph Asia'22/TOG
RFNet: Recurrent Forward Network for Dense Point Cloud Completion.
Tianxin Huang, Hao Zou, Jinhao Cui, Xuemeng Yang, Mengmeng Wang, Xiangrui Zhao, Jiangning ZHang, Yi Yuan, Yifan Xu, Yong Liu.
ICCV'21
Resolution-free Point Cloud Sampling Network with Data Distillation.
Tianxin Huang, Jiangning Zhang, Jun Chen, Yuang Liu, Yong Liu.
ECCV'22
Learning to Train a Point Cloud Reconstruction Network without Matching.
Tianxin Huang, Xuemeng Yang, Jiangning Zhang, Jinhao Cui, Hao Zou, Jun Chen, Xiangrui Zhao, Yong Liu.
ECCV'22
3D Point Cloud Geometry Compression on Deep Learning.
Tianxin Huang, Yong Liu.
ACM MM'19 Oral
[paper]

Experiences

Professional Services

  • Conference Reviews:
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    IEEE International Conference on Computer Vision (ICCV)
    Annual Conference on Neural Information Processing Systems (NeurIPS)
    International Conference on Machine Learning (ICML)
    International Conference on Learning Representations (ICLR)
    Eurographics (EG)
    The British Machine Vision Conference (BMVC)
    International Conference on Intelligent Robots and Systems (IROS)
    ACM SIGGRAPH Asia

  • Journal Reviews:
    IEEE Transaction on Multimedia (TMM)
    IEEE Transactions on Intelligent Vehicles (TIV)
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
    ACM Transactions on Multimedia Computing Communications and Applications (TOMM)
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
    Journal of Field Robotics (JFR)

  • Talking

    2020-2021The First International Forum on 3D Optical Sensing and Applications3D POINT CLOUD GEOMETRY COMPRESSION BASED ON DEEP LEARNING
    © Tianxin Huang | Last updated: Jan 2025