Soohyun Kim

Soohyun Kim

Generative AI Task, AI Lab, CTO, LGE

Research Interest

Generative Models. e.g., Image-to-Image Translation, Diffusion Models, Domain Adaptation, etc.
Multimodal Learning. e.g., Text-guided Image Manipulation, Audio-Visual Processing etc.

Also, I’m always trying to study various fields not stated above to facilitate interdisciplinary research.

Publications

International Journal

InstaFormer++: Multi-Domain Instance-aware Image-to-Image Translation with Transformer

Soohyun Kim, Jongbeom Baek, Jihye Park, Eunjae Ha, Homin Jung, Taeyoung Lee, and Seungryong Kim
 International Journal of Computer Vision (Impact Factor: 13.369),
[arXiv]

International Conference

Diffusion-driven GAN Inversion for Multi-Modal Face Image Generation

Jihyun Kim, Changjae Oh, Hoseok Do, Soohyun Kim, Kwanghoon Sohn
IEEE Conference Computer Vision Pattern Recognition (CVPR), 2024.

LANIT: Language-Driven Image-to-Image Translation for Unlabeled Data

Jihye Park*, Sunwoo Kim*, Soohyun Kim*, Seokju Cho, Jaejun Yoo, Youngjung Uh, and Seungryong Kim
 IEEE Conference Computer Vision Pattern Recognition (CVPR), 2023.
 [Project Page] [arXiv]

Robust Camera Pose Refinement for Multi-Resolution Hash Encoding

Hwan Heo, Taekyung Kim, Jiyoung Lee, Jaewon Lee, Soohyun Kim, Hyunwoo J. Kim, Jin-Hwa Kim
 International Conference on Machine Learning (ICML), 2023.
 [arXiv]

InstaFormer: Instance-aware Image-to-Image Translation with Transformer

Soohyun Kim, Jongbeom Baek, Jihye Park, Gyeongnyeon Kim, Seungryong Kim
 IEEE Conference Computer Vision Pattern Recognition (CVPR), 2022.
 [Project Page] [arXiv]

Deep Translation Prior: Test-time Training for Photorealistic Style Transfer

Sunwoo Kim*, Soohyun Kim*, Seungryong Kim
 AAAI Conference on Artificial Intelligence (AAAI), 2022.
 [arXiv]

Preprints

Panoramic Image-to-Image Translation

Soohyun Kim, Junho Kim, Taekyung Kim, Hwan Heo, Seungryong Kim, Jiyoung Lee, Jin-Hwa Kim
 ArXiv Preprint, 2023.
 [arXiv]

Work Experience

  • LG Electronics, Seoul, Korea
    • Senior Researcher
    • August. 2023 -
  • Naver AI Lab, Gyeonggi, Korea

Education

  • Korea University, Seoul, Korea
    • M.S. Student in Computer Science and Engineering
    • Mar. 2021 - Feb. 2023
  • Ewha Womans University, Seoul, Korea
    • B.S. in Electrical Engineering
    • Mar. 2016 - Feb. 2021
  • Virginia Tech, VA, USA
    • Exchange Student
    • Jan. 2019 - May. 2019
  • University of California, Davis (UC Davis), CA, USA
    • Exchange Student
    • Sep. 2018 - Dec. 2018

Honors

  • Korean Computer Vision Society, Feb. 2022
    • 34th Workshop on Image Processing and Image Understanding, Best Paper Award (Silver Prize)
  • Korea Institute of Science and Technology Information (KISTI), Aug. 2018
    • 2018 AI School, KISTI Director Award

Skills

  • Deep Learning, Machine Learning
    • Pytorch, Numpy
  • Programming Languages
    • Python, C++