Publications

[P2] Bridging Diffusion Guidance With Fixed Point Acceleration via Hopfield Dynamics
Preprint

[P2] Bridging Diffusion Guidance With Fixed Point Acceleration via Hopfield Dynamics

Kwanyoung Kim

Preprint2026
[P1] Single-Step Bidirectional Unpaired Image Translation Using Implicit Bridge Consistency Distillation
Preprint

[P1] Single-Step Bidirectional Unpaired Image Translation Using Implicit Bridge Consistency Distillation

Suhyeon Lee*, Kwanyoung Kim*, Jong-Chul Ye(* Equal Contribution)

Preprint2026
[C13] Reward Sharpness-Aware Fine-Tuning for Diffusion Models
Top-tier

[C13] Reward Sharpness-Aware Fine-Tuning for Diffusion Models

Kwanyoung Kim*, Byeoung Su Sim*(* Equal Contribution)

CVPR 20262026
[C12] Model Already Knows the Best Noise: Bayesian Active Noise Selection via Attention in Video Diffusion Model
Top-tier

[C12] Model Already Knows the Best Noise: Bayesian Active Noise Selection via Attention in Video Diffusion Model

Kwanyoung Kim, Sanghyun Kim

ICLR 20262026
[C11] Toward the Frontiers of Reliable Diffusion Sampling via Adversarial Sinkhorn Attention Guidance
Top-tier

[C11] Toward the Frontiers of Reliable Diffusion Sampling via Adversarial Sinkhorn Attention Guidance

Kwanyoung Kim

AAAI 20262026
[C10] PLADIS: Pushing the Limits of Attention in Diffusion Models at Inference Time by Leveraging Sparsity
Top-tier

[C10] PLADIS: Pushing the Limits of Attention in Diffusion Models at Inference Time by Leveraging Sparsity

Kwanyoung Kim, Byeongsu Sim

ICCV 20252025
[J2] End-to-End Breast Cancer Radiotherapy Planning via LMMs with Consistency Embedding
Impact Factor: 11.8

[J2] End-to-End Breast Cancer Radiotherapy Planning via LMMs with Consistency Embedding

Kwanyoung Kim*, Yujin Oh*, Sangjoon Park*, Hwa Kyung Byun, Jin Sung Kim, Yong Bae Kim, Jong-Chul Ye(* Equal Contribution)

Medical Image Analysis (MedIA)2025
[C9] OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation
Top-tier

[C9] OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation

Kwanyoung Kim*, Yujin Oh*, Jong-Chul Ye(* Equal Contribution)

ECCV 20242024
[C8] Unpaired Image-to-Image Translation via Neural Schrödinger Bridge
Top-tier

[C8] Unpaired Image-to-Image Translation via Neural Schrödinger Bridge

Beomsu Kim, Gihyun Kwon, Kwanyoung Kim, Jong-Chul Ye

ICLR 20242024
[C7] Noise2One: One-Shot Image Denoising with Local Implicit Learning
Oral

[C7] Noise2One: One-Shot Image Denoising with Local Implicit Learning

Kwanyoung Kim, Jong-Chul Ye

ICASSP 20242024
[C6] Noise Distribution Adaptive Self-Supervised Image Denoising using Tweedie Distribution and Score Matching
Top-tier

[C6] Noise Distribution Adaptive Self-Supervised Image Denoising using Tweedie Distribution and Score Matching

Kwanyoung Kim, Taesung Kwon, Jong-Chul Ye

CVPR 20222022
[C5] Noise2Score: Tweedie's Approach to Self-Supervised Image Denoising without Clean Images
Top-tier

[C5] Noise2Score: Tweedie's Approach to Self-Supervised Image Denoising without Clean Images

Kwanyoung Kim, Jong-Chul Ye

NeurIPS 20212021
[C4] Task-Aware Variational Adversarial Active Learning
Top-tier

[C4] Task-Aware Variational Adversarial Active Learning

Kwanyoung Kim, Dongwon Park, Kwang In Kim, Se Young Chun

CVPR 20212021
[J1] Unsupervised Training of Denoisers for Low-Dose CT Reconstruction Without Full-Dose Ground Truth
Impact Factor: 6.7

[J1] Unsupervised Training of Denoisers for Low-Dose CT Reconstruction Without Full-Dose Ground Truth

Kwanyoung Kim, Shakarim Soltanayev, Se Young Chun

IEEE Journal of Selected Topics in Signal Processing2021
[C3] NTIRE 2019 Challenge on Video Super-Resolution: Methods and Results
Workshop

[C3] NTIRE 2019 Challenge on Video Super-Resolution: Methods and Results

Seungjun Nah, Radu Timofte, Including (Kwanyoung Kim)

CVPRW 20192019
[C2] Efficient Module Based Single Image Super Resolution for Multiple Problems
Workshop

[C2] Efficient Module Based Single Image Super Resolution for Multiple Problems

Dongwon Park*, Kwanyoung Kim*, Se Young Chun(* Equal Contribution)

CVPRW 20182018
[C1] NTIRE 2018 Challenge on Single Image Super-Resolution: Methods and Results
Workshop

[C1] NTIRE 2018 Challenge on Single Image Super-Resolution: Methods and Results

Radu Timofte, Including (Kwanyoung Kim)

CVPRW 20182018

REAL-Lab @ GIST

REAL-Lab @ GIST

REAL-Lab @ GIST

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