My childhood

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I am Yu-Sheng Chen (陳育聖), also called UglyMan.

I received a M.S. in CSIE from NTU in 2016.

I was a member of CMLab advised by


Yung-Yu Chuang .

Selected Publications


CVPR 2020,

Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline

Yu-Lun Liu, Wei-Sheng Lai, Yu-Sheng Chen,Yi-Lung Kao,
Yung-Yu Chuang, Jia-Bin Huang and Ming-Hsuan Yang

ICCV 2019, Oral

COCO-GAN: Generation by Parts via Conditional Coordinating
[Paper] [Paper Website] [GitHub] [Blog]

Chieh Hubert Lin, Chia-Che Chang, Yu-Sheng Chen,
Da-Cheng Juan, Wei Wei and Hwann-Tzong Chen

CVPR 2018, Spotlight

Deep Photo Enhancer:
Unpaired Learning for Image Enhancement from Photographs with GANs
[Paper] [Paper Website] [GitHub] [Youtube]

Yu-Sheng Chen, Yu-Ching Wang, Man-Hsin Kao and Yung-Yu Chuang

arXiv 2018

Learning Deep Convolutional Networks for Demosaicing
[Paper] [Paper Website]

Nai-Sheng Syu*,Yu-Sheng Chen*and Yung-Yu Chuang
(*- indicate equal contribution)

ECCV 2016

Natural Image Stitching with the Global Similarity Prior
[Paper] [Paper Website] [GitHub]

Yu-Sheng Chenand Yung-Yu Chuang

Research Interests

  High-Frequency Trading:

      Alpha (prediction model), Strategy, Optimizing trading system

  Computer Vision and Deep Learning:

      Computational Photography, Unsupervised Learning, GANs


  Quantitative Developer, Researcher, and Trader, Kronos Research, 2018/09 ~ present.

   Research assistant, National Taiwan University - MediaTek (Industry Cooperation), 2016/08 ~ 2018/08.

   Teaching assistant, Digital Visual Effects, National Taiwan University, Spring, 2016. [Project Website]

   Teaching assistant, Digital Image Synthesis, National Taiwan University, Fall, 2015.

   Teaching assistant, Computer Programming, National Chenchi University, Spring, 2014.

   Teaching assistant, 3D Game Programming, National Chenchi University, Fall, 2013.

Academic Services

  Reviewer/Program committee:

    ACM Transactions on Knowledge Discovery from Data (TKDD),
    AAAI Conference on Artificial Intelligence (AAAI),
    European Conference on Computer Vision (ECCV),
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
    IEEE International Conference on Computer Vision (ICCV),
    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT),
    IEEE Transactions on Image Processing (TIP),
    IEEE Transactions on Multimedia (TMM),
    Pacific Graphics (PG)


Master of Science,

in Computer Science and Information Engineering,
National Taiwan University (NTU)
, 2014-2016.

Advisor: Prof. Yung-Yu Chuang

Click here to see my works (2014-2016).

Bachelor of Science,

in Computer Science,
National Chenchi University (NCCU)
, 2010-2014.

Advisor: Prof. Ming-Te Chi

Click here to see my works (2010-2014).

Taipei Municipal SONG-SHAN Senior High School,
Taiwan, 2007-2010.


My cmlab email :