GE Liuhao  (葛浏昊)

Ph.D.

Email: ge0001ao [AT] e.ntu.edu.sg



About Me

I obtain my Ph.D. degree under supervision of Prof. Junsong Yuan, Prof. Jianfei Cai, and Prof. Daniel Thalmann at the Institute for Media Innovation (IMI)Interdisciplinary Graduate School (IGS), Nanyang Technological UniversityMy research interests mainly include computer vision and machine learning.
My current research focuses on 3D Hand Pose Estimation and Deep Learning.

Publications

3D Hand Shape and Pose Estimation from a Single RGB Image

Liuhao Ge, Zhou Ren, Yuncheng Li, Zehao Xue, Yingying Wang, Jianfei Cai, Junsong Yuan

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019 (Oral)
[PDF] [arXiv] [Project] [bibtex] [video] [GitHub]


Point-to-Point Regression PointNet for 3D Hand Pose Estimation

Liuhao Ge, Zhou Ren, Junsong Yuan

European Conference on Computer Vision (ECCV), 2018
[PDF]
 [Project] [bibtex] [Result]


Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images

Yujun Cai, Liuhao Ge, Jianfei Cai, Junsong Yuan

European Conference on Computer Vision (ECCV), 2018 (Oral)

[PDF] [bibtex]


Real-time 3D Hand Pose Estimation with 3DConvolutional Neural Networks

Liuhao Ge, Hui Liang, Junsong Yuan, Daniel Thalmann

IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2018


Robust 3D Hand Pose Estimation from Single Depth Images using Multi-View CNNs

Liuhao Ge, Hui Liang, Junsong Yuan, Daniel Thalmann

IEEE Transactions on Image Processing (T-IP), 2018


Hand PointNet: 3D Hand Pose Estimation using Point Sets

Liuhao Ge, Yujun Cai, Junwu Weng, Junsong Yuan

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 (Spotlight)

[PDF] [Project] [bibtex] [Video] [Code] [Result] [NYU+ICVL Preprocessing]


3D Convolutional Neural Networks for Efficient and Robust Hand Pose Estimation from Single Depth Images 
 
Liuhao Ge, Hui Liang, Junsong Yuan, Daniel Thalmann
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
Liuhao Ge, Hui Liang, Junsong Yuan, Daniel Thalmann

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016

[PDF] [Project] [bibtex] [Video] [Code]



Professional Services


I am a reviewer for various conferences and journals including CVPR, ICCV, ECCV, ACMMM, FG, ICIP, IJCV, TIP, TMM, JVCI, etc.


Challenge

Our team obtained the 3rd place at the Hands 2017 Challenge (Frame-based hand pose estimation task).

Education


Nanyang Technological University, Singapore
    - Aug. 2015 - Jan. 2019
    - Doctor of Philosophy in Computer Science and Engineering

Southeast University, Nanjing, China
    - Sep. 2011 - Jun. 2014
    - Master degree in Control Theory & Engineering

Nanjing University of Aeronautics and Astronautics, Nanjing, China
    - Sep. 2007 - Jun. 2011
    - Bachelor degree in Detection Guidance and Control Technology