Research Interests
Inverse Image problems
Large Multi-modal Model
Distribution Matching for Alignment
Active Learning
Education
Ph. D., Kim Jae Chul Graduate School of AI (Sep. 2020 - Aug. 2024)
Korea Advanced Institute of Science and Technology (KAIST), South Korea
Fields : Deep Learning, Biomedical Imaging
Thesis Title : "Score Matching Based Self-Supervised Image Denoising and Parameter Estimation"
Advisor: Prof. Jong Chul Ye
M. S., Electrical Engineering (Aug. 2018 - Aug. 2020)
Ulsan National Institute of Science and Technology (UNIST), South Korea
Fields : Computer Vision, Biomedical Imaging
Thesis Title : "Unsupervised Training of Denoisers for Low-Dose CT Reconstruction Without Full-Dose Ground Truth"
Advisor: Prof. Se Young Chun, (He is currently in Seoul National University, SNU )
B. S., Electrical and Computer Engineering (Feb. 2012 - Aug. 2018)
Ulsan National Institute of Science and Technology (UNIST), South Korea, Summa Cum laude
News
2024
I ended my Ph.D course at August, 2024
Our Paper accepted to ICLR 2024
Our Paper accepted to ICASSP 2024, IPIU 2024
2023
I won the best poster award KOSAIM 2023
Selected Publications
LMM-Assisted Breast Cancer Treatment Target Segmentation with Consistency Embedding
Kwanyoung Kim*, Yujin Oh*, Sangjoon Park*, Hwa Kyung Byun, Jin Sung Kim, Yong Bae Kim, Jong Chul Ye, *equal contribution
[paper], under IEEE TMI Special Issue Review
UNICORN: Ultrasound Nakagami Imaging via Score Matching and Adaptation
Kwanyoung Kim*, Jaa-Yeon Lee*, Jong Chul Ye,
*equal contribution
[paper] , under MICAAI2024 Review
Noise2One: One-Shot Image Denoising wtih Local Implicit Learning
Kwanyoung Kim, Jong Chul Ye,
ICASSP2024, IPIU2024 (First author)
Unpaired Image-to-Image Translation via Neural Schrödinger Bridge
BeumSu Kim*, Gihyun Kwon*, Kwanyoung Kim, Jong Chul Ye, *equal contribution
ICLR2024
ZegOT: Zero-shot Segmentation Through Optimal Transport of Text Prompts
Kwanyoung Kim*, Yujin Oh*, Jong Chul Ye, *equal contribution
[paper] [Preprint]
Noise Distribution Adaptive Self-Supervised Image Denoising using Tweedie Distribution and Score Matching
Kwanyoung Kim, Taesung Kwon, Jong-Chul Ye
CVPR 2022 (First author)
Noise2Score: Tweedie's Approach to Self-Supervised Image Denoising without Clean Images
Kwanyoung Kim, Jong Chul Ye
NeurIPS 2021 (First author)
Task-Aware Variational Adversarial Active Learning
Kwanyoung Kim, Dongwon Park, Kwang In Kim, Se Young Chun
CVPR 2021 (First author)
Awards
3rd Award in NTIRE 2018 Image Super Resolution Challenge Track 2&3 – x4 Denoising & Super resolution (CVPR Workshop), [Award Certificate]
Honorable Mention Award in NTIRE 2018 Image Super Resolution Challenge Track 1 – x8 Super resolution (CVPR Workshop), [Award Certificate]
Academic Service
Reviewer
Journals:
IEEE Signal processing magazine (2021-)
Medical Image Analysis (2021-)
IEEE Transactions on Pattern Analysis and Machine Intelligence (2022-)