("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 withDr. 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 areProf. Yong-Sheng Chen andProf. Wei-Chen (Walon) Chiu. I was a graduate student of Department of Computer Science at National Cheng Chi University, Taiwan, working withProf. Yan-Tsung Peng. I was a research assistants at Enriched Vision Applications Lab, National Chiao Tung University from September 2018 to September 2019, working withProf. 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, and✈️ Aviation.

• 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):nf0126@gmail.com,ishengfang@icloud.com

email(NCTU):isfang.gdr09g@nctu.edu.tw

email(NYCU):isfang.en09@nycu.edu.tw

email(Academia Sinica):ishengfang@citi.sinica.edu.tw

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1. Self-Contained_StylizationSelf-Contained_StylizationPublic

   The source code of our WACV2020 paper "Self-Contained Stylization via Steganographyfor Reverse and Serial Style Transfer".

   Python 11 4

2. SpectralNormalizationKerasSpectralNormalizationKerasPublic

   Spectral Normalization for Keras Dense and Convolution Layers

   Jupyter Notebook 121 34

3. Relativistic-average-GAN-KerasRelativistic-average-GAN-KerasPublic

   The implementation of Relativistic average GAN with Keras

   Jupyter Notebook 39 12

4. TypographyResearchCollectionTypographyResearchCollectionPublic

   The research collection of typography

   137 13

5. ES3NetES3NetPublic

   ES³Net: Accurate and Efficient Edge-Based Self-Supervised Stereo Matching Network (CVPRW2023)

   Python 26 2

6. aiiu-lab/Camera-Settings-as-Tokensaiiu-lab/Camera-Settings-as-TokensPublic

   Offical code for our SIGGRAPH Asia 2024 paper, Camera Settings as Tokens: Modeling Photography on Latent Diffusion Models.

   Python 7 3