Huan Fu's Homepage

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Greetings! I am Fu, Huan (付欢). I am currently a Senior Algorithm Engineer in Tao Technology Department, Alibaba Group. I obtained my Ph.D. degree from University of Sydney (USYD) in April 2019. Thanks to the continuous guidance, support and encoragement of my supervisor Prof. Dacheng Tao, and co-supervisors A/Prof. Chaohui Wang and A/Prof. Mingming Gong. Piror to that, I got my bachelor degree from University of Science and Technology of China (USTC) in July 2014.

Research: Computer Vision (Semantic Segmentation, Depth Estimation, and Boundary Detection etc.), Domain Adapation, Generative Adversarial Network, 3D Vision.

Email: hufu6371 At uni.sydney.edu.au             Google Scholar


Updates


Publications

Conferences & Journals

3D-FUTURE: 3D Furniture shape with TextURE
Accepted to IJCV, 2021
Huan Fu, Rongfei Jia, Lin Gao, Mingming Gong, Binqiang Zhao, Steve Maybank, and Dacheng Tao
[paper]

3D-FRONT: 3D Furnished Rooms with layOuts and semaNTics
International Conference on Computer Vision (ICCV), 2021
Huan Fu, Bowen Cai, Lin Gao, Lingxiao Zhang, Cao Li, Jiaming Wang, Qixun Zeng, Chengyue Sun, Rongfei Jia, Binqiang Zhao, and Hao Zhang
[Project Page]

Adaptive Context-Aware Multi-Modal Network for Depth Completions
IEEE Transaction on Image Processing (T-IP), 2021
Shanshan Zhao, Mingming Gong, Huan Fu, and Dacheng Tao
[paper] [code]

Exploiting Diverse Characteristics and Adversarial Ambivalence for Domain Adaptive Segmentation
Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI), 2021
Bowen Cai, Huan Fu, Rongfei Jia, Binqiang Zhao, Hua Li, and Yinghui Xu
[paper]

Occlusion Boundary: A Formal Definition & Its Detection via Deep Exploration of Context
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Chaohui Wang*, Huan Fu*, Dacheng Tao, and Michael J. Black
[paper]

Hard Example Generation by Texture Synthesis for Cross-domain Shape Similarity Learning
Thirty-fourth Conference on Neural Information Processing Systems (NeurlPS), 2020
Huan Fu*, Shunming Li*, Rongfei Jia, Mingming Gong, Binqiang Zhao, and Dacheng Tao
[paper] [code]

Domain Generalization via Entropy Regularization
Thirty-fourth Conference on Neural Information Processing Systems (NeurlPS), 2020
Shanshan Zhao, Mingming Gong, Tongliang Liu, Huan Fu, and Dacheng Tao
[paper] [code]

Geometry-Consistent Generative Adversarial Networks for One-sided Unsupervised Domain Mapping
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019 (Best Paper Fiinalist)
Huan Fu*, Mingming Gong*, Kayhan Batmanghelich, Kun Zhang, and Dacheng Tao
[paper] [code]

Geometry-Aware Symmetric Domain Adaptation for Monocular Depth Estimation
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Shanshan Zhao, Huan Fu, Mingming Gong, and Dacheng Tao
[paper] [code]

Multi-scale Masked 3-D U-Net for Brain Tumor Segmentation
International Conference on Medical Image Computing and Computer Assisted Intervention Brainlesion Workshop (BrainLes@MICCAI), 2018
Yanwu Xu, Mingming Gong, Huan Fu, Dacheng Tao, Kun Zhang, and Kayhan Batmanghelich
[paper] [book]

Deep Ordinal Regression Network for Monocular Depth Estimation
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018
Huan Fu, Mingming Gong, Chaohui Wang, Kayhan Batmanghelich, and Dacheng Tao
The 1st Prize in Single Image Depth Estimation in Robust Vision Challenge 2018
[paper] [code] [talk] [KITTI leaderboard]

MoE-SPNet: A Mixture-of-Experts Scene Parsing Network
Pattern Recognition (PR), 2018
Huan Fu, Mingming Gong, Chaohui Wang, and Dacheng Tao
[paper]

Local Blur Mapping: Exploiting High-Level Semantics by Deep Neural Networks
IEEE Transaction on Image Processing (T-IP), 2018
Kede Ma, Huan Fu, Tongliang Liu, Zhou Wang, and Dacheng Tao
[paper] [code]

Occlusion Boundary Detection via Deep Exploration of Context
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
Huan Fu, Chaohui Wang, Dacheng Tao, and Michael J. Black
[paper]

Facial Expression Recognition using Deep Boltzmann Machine from Thermal Infrared Images
Affective Computing and Intelligent Interaction (ACII), 2013
Shan He, Shangfei Wang, Wuwei Lan, Huan Fu, and Qiang Ji
[paper]

Preprints

A Compromise Principle in Deep Monocular Depth Estimation
Tech. report, 2018
Huan Fu, Mingming Gong, Chaohui Wang, and Dacheng Tao


Education & Experience

Education

March 2017 - April 2019 (Ph.D. Candidate)
UBTECH Sydney AI Centre, School of Computer Science, Faculty of Engineering and Information Technologies (FEIT), University of Sydney (USYD), Australia
Supervisor: Prof. Dacheng Tao
Co-supervisor: A/Prof. Chaohui Wang and A/Prof. Mingming Gong

September 2014 - March 2017 (Ph.D. Student)
Faculty of Engineering and Information Technologies (FEIT), University of Technology Sydney (UTS), Australia
Supervisor: Prof. Dacheng Tao
Co-supervisor: A/Prof. Chaohui Wang and A/Prof. Mingming Gong

July 2014 - August 2010 (B.S.)
School of Information Science and Technology, University of Science and Technology of China (USTC), China
Supervisor: A/Prof. Xinmei Tian and A/Prof. Shangfei Wang

Experience

May 2019 - Present (Algorithm Expert)
Tao Technology Depertment, Alibaba Group, China

July 2013 - October 2013 (Software Engineer Intern)
Microsoft Asia-Pacific R&D Group (ARD), China


Services

Conference SPC member

Conference PC member

Journal Reviewer