("I-Sheng" pronounce like "Ethan")

[portfolio] [github] [facebook] [instagram] [linkedin] [curriculum vitae] [google scholar]

I am a Research Assistant in CITI at Academia Sinica, working with Dr. Jun-Cheng Chen. Before that, I received my Master degree in Robotics from National Yang Ming Chiao Tung University (the merger of National Chiao Tung University and National Yang Ming University) in January, 2023. My advisors are Prof. Yong-Sheng Chen and Prof. Wei-Chen (Walon) Chiu. I was a graduate student of Department of Computer Science at National Cheng Chi University, Taiwan, working with Prof. Yan-Tsung Peng . I was a research assistants at Enriched Vision Applications Lab, National Chiao Tung University from September 2018 to September 2019, working with Prof. Wei-Chen (Walon) Chiu. I received my Bachelor degree in Mathematical Science from National Chengchi University in January, 2018.

My research interests are in the area of generative model, self/weakly-supervised learning, depth estimation, style transfer, computer vision, and deep learning. I am also interested in their creative application, such as East Asian Ideograph font design, deepfake for education. I believe AI is a leverage, augmenting human ability not only in monotonous tasks but also in content creation.

My personal interests are Typography, Film Photography (check out my instagram @ishengfang), Baseball, Strength and Conditioning Training.

• Camera Settings as Tokens: Modeling Photography on Latent Diffusion Models

  • I-Sheng Fang, Yue-Hua Han, Jun-Cheng Chen
  • SIGGRAPH Asia 2024 (Conference Track).
  • [paper] [project page] [demo] [dataset] [code] [model]

• Best of Both Sides: Integration of Absolute and Relative Depth Sensing Modalities Based on iToF and RGB Cameras

  • I-Sheng Fang, Wei-Chen Chiu, Yong-Sheng Chen
  • International Conference on Pattern Recognition (ICPR), 2024.
  • [Springer] [paper] [supplementary materials] [github]

• ES³Net: Accurate and Efficient Edge-Based Self-Supervised Stereo Matching Network

  • I-Sheng Fang, Hsiao-Chieh Wen, Chia-Lun Hsu, Po-Chung Jen, Ping-Yang Chen, Yong-Sheng Chen
  • IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops(CVPRW), 2023
  • The 19th Embedded Vision Workshop
    • Best Paper Award
  • [github] [CVPRW2023]

• Single Image Reflection Removal based on Knowledge-distilling Content Disentanglement

  • Yan-Tsung Peng, Kai-Han Cheng, I-Sheng Fang, Wen-Yi Peng, Jr-Shian Wu
  • IEEE Signal Processing Letters(SPL) Feb. 2022
  • [IEEE Xplore][github]

• Self-Contained Stylization via Steganography for Reverse and Serial Style Transfer
  • Hung-Yu Chen*, I-Sheng Fang*, Chia-Ming Cheng, Wei-Chen Chiu (* indicates equal contribution.)
  • IEEE Winter Conference on Applications of Computer Vision (WACV), 2020.
  • [arxiv][github][project page][WACV2020][poster]

• A Century of Heartfelt Sentiment: 100th Anniversary Special Exhibition of the Taiwan Cultural Association
  • 2021/05/08 - 2022/05/08
  • Exhibition Room D, National Museum of Taiwan Literature
  • Synthesizing DeepFake video for historical figures of Taiwan Cultural Association.
  • [exhibition page(English)][exhibition page(Mandarin)][exhibition page(Japanese)][press release (English)][press release (Mandarin)][fanpage post]

email(personal): [email protected], [email protected]

email(NCTU): [email protected]

email(NYCU): [email protected]

email(Academia Sinica): [email protected]