Yao-Hung Hubert Tsai (蔡曜宏)

A Ph.D. Student in Machine Learning Department at Carnegie Mellon University


About Me

I am a first-year Ph.D. student in Machine Learning Department at Carnegie Mellon University under the supervision of Dr. Ruslan Salakhutdinov. My research interests lie in Deep Learning and its applications, especially on Transfer Learning and Generative Learning.

Before coming to CMU, I closely worked with Dr. Yu-Chiang Frank Wang and Dr. Shao-Yi Chien during my B.S. in Electrical Engineering from National Taiwan University.

When I was not around CMU, I did internship at Microsoft Research.

Here is my Google Scholar/ LinkedIn/ GitHub/ CV (last updated in 06/18/2017).

-- contact me: yaohungt [at] cs.cmu.edu

Research

Selected Publications

Learning Robust Visual-Semantic Embeddings
Yao-Hung Hubert Tsai, Liang-Kang Huang and Ruslan Salakhutdinov
International Conference on Computer Vision (ICCV) 2017
[PDF]
Semantics-Preserving Locality Embedding for Zero-Shot Learning
Shih-Yen Tao, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
British Machine Vision Conference (BMVC) 2017 (spotlight)
[coming soon] [coming soon] [coming soon] [coming soon]
Generative-Discriminative Variational Model for Visual Recognition
Chih-Kuan Yeh, Yao-Hung Hubert Tsai, and Yu-Chiang Frank Wang
arXiv: 1706.02295 2017
[PDF]
Transfer Neural Trees for Heterogeneous Domain Adaptation
Wei-Yu Chen, Tzu-Ming Harry Hsu, Yao-Hung Hubert Tsai, Yu-Chiang Frank Wang and Ming-Syan Chen
European Conference on Computer Vision (ECCV) 2016
[PDF] [Poster]
Learning Cross-Domain Landmarks for Heterogeneous Domain Adaptation
Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
Computer Vision and Pattern Recognition (CVPR) 2016
[PDF] [Supplementary] [Poster] [Code]
Domain-Constraint Transfer Coding for Imbalanced Unsupervised Domain Adaptation
Yao-Hung Hubert Tsai, Cheng-An Hou, Wei-Yu Chen, Yi-Ren Yeh and Yu-Chiang Frank Wang
Association for the Advancement of Artificial Intelligence (AAAI) 2016
[PDF]
Unsupervised Domain Adaptation with Imbalanced Cross-Domain Data
Tzu-Ming Harry Hsu, Wei-Yu Chen, Cheng-An Hou, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
International Conference on Computer Vision (ICCV) 2015
[PDF]
Unsupervised Domain Adaptation with Label and Structural Consistency
Cheng-An Hou, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
Transactions on Image Processing (TIP) 2016
[PDF]
Generalized Joint Distribution Adaptation on Heterogeneous Feature Space
Yuan-Ting Hsieh*, Shih-Yen Tao*, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang (*equal contribution)
International Conference on Multimedia & Expo (ICME) 2016 (oral)
[PDF]
Heterogeneous Domain Adaptation with Label and Structure Consistency
Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2016
[PDF]
Person-specific Domain Adaptation with Applications to Heterogeneous Face Recognition
Yao-Hung Tsai*, Hung-Ming Hsu*, Cheng-An Hou and Yu-Chiang Frank Wang (*equal contribution)
International Conference on Image Processing (ICIP) 2014
[PDF]
Stable Pose Tracking from a Planar Target with an Analytical Motion Model in Real-time Applications
Po-Chen Wu, Yao-Hung Tsai and Shao-Yi Chien
International Workshop on Multimedia Signal Processing (MMSP) 2014
[PDF]