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Hsien-Tzu Cheng (鄭仙資)
Graduated with M.S. degree in Electrical Engineering
Research fields
  Artificial Intelligence, Machine Learning, Computer Vision

Publications


Radiotherapy Target Contouring with Convolutional Gated Graph Neural Network
Chun-Hung Chao, Yen-Chi Cheng, Hsien-Tzu Cheng, Chi-Wen Huang, Tsung-Ying Ho, Chen-kan Tseng, Le Lu, Min Sun
NeurIPS ML4H Workshop 2018 (Spotlight)
Self-Supervised Learning of Depth and Camera Motion from 360° Videos
Fu-En Wang*, Hou-Ning Hu*, Hsien-Tzu Cheng*, Juan-Ting Lin, Shang-Ta Yang, Meng-Li Shih, James Hung-Kuo Chu, Min Sun
(* indicates equal contribution)
ACCV 2018 (Oral)
Cube Padding for Weakly-Supervised Saliency Prediction in 360° Videos
Hsien-Tzu Cheng, Chun-Hung Chao, Jin-Dong Dong, Hao-Kai Wen, Tyng-Luh Liu, Min Sun
CVPR 2018
Deep 360 Pilot: Learning a Deep Agent for Piloting through 360° Sports Videos
Hou-Ning Hu*, Yen-Chen Lin*, Ming-Yu Liu, Hsien-Tzu Cheng, Yung-Ju Chang, Min Sun
(* indicates equal contribution)
CVPR 2017 (Oral)
Tell Me Where to Look: Investigating Ways for Assisting Focus in 360° Video
Yen-Chen Lin, Yung-Ju Chang, Hou-Ning Hu, Hsien-Tzu Cheng, Chi-Wen Huang, Min Sun
CHI 2017 (Full Paper)

Work Experience


Computer Vision & Quality Assurance Intern
Umbo Computer Vision, Taipei, Taiwan
Design tools for automatic model evaluation, data visualization, and false positive filtering
Mar. 2018 - July 2018
Software Developer Intern
RE'FLEKT GmbH, Munich, Germany
Develop video object tracking and image processing algorithms with Unity based applications
Apr. 2017 - Aug. 2017

Selected Projects


Knowledge Graph Enhanced Recommendation
PyTorch Implementation
A re-implementation of "Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation" by Wang et al. WWW 2019
Code
[Earlier Projects]
Dense Trajectories Video Recognition and Acceleration
Accelerate video motion descriptor (algorithms from Wang et al. 2013) by CUDA applied to action recognition
June 2015 - June 2016
Computer Vision for Visual Effects
Course Project
Implement and experiment with multiple vision algorithms
Project Website
Mar. 2016 - June 2016
Light-Field View Synthesis
Bachelor Project
Synthesize image of different viewing angles by 2.5D reconstruction from depth maps
Mar. 2014 - Jan. 2015