News

Archive of papers, seminars, member updates, infrastructure milestones, and collaboration activities.

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2026

Nov 23, 2026

Paper Accepted

Publication

Re-calibrated Contrastive Loss for Transformation-Aware Prompt Conditioning in Vision-Language Models

British Machine Vision Conference (BMVC) publication update from MMAI Lab.

Seungmin Oh, Seunghun Kang, Jongbin Ryu

Oct 24, 2026

Paper Accepted

Publication

Colla-Q: Toward Collaborative Experts in MoE Quantization via Minimax Precision Balancing

Conference on Empirical Methods in Natural Language Processing (EMNLP) publication update from MMAI Lab.

EunJu Shin, Jongbin Ryu

Oct 24, 2026

Paper Accepted

Publication

Layer-wise Curriculum Learning for Efficient LLM Compression

Conference on Empirical Methods in Natural Language Processing (EMNLP) publication update from MMAI Lab.

Donggeon Lee, Dooyeon Na, Seungmin Oh, Jongbin Ryu

Oct 24, 2026

Paper Accepted

Publication

Train Overcomplete, Deploy Compact: Scaling Recovery Capacity for Structured LLM Pruning

Conference on Empirical Methods in Natural Language Processing (EMNLP) publication update from MMAI Lab.

Seungmin Oh, Donggeon Lee, Jongbin Ryu

Feb 18, 2026

Paper Accepted

Publication

Paper accepted at WACV 2026

Our work on robust visual representation learning was accepted for publication.

Sungeun Kim, Jongbin Ryu

Feb 7, 2026

General Update

Lab update

Weekly seminar on efficient vision-learning models

Lab members shared current experiments and discussion notes from ongoing projects.

MMAI Lab Seminar Team

Jan 22, 2026

New Member

Lab update

New winter-term interns joined the lab

New student researchers joined projects in biomedical AI and real-world deployment.

MMAI Lab Intern Cohort

2025

Dec 3, 2025

General Update

Lab update

New multi-GPU workstation installed

A dedicated training workstation was added to support larger vision and learning experiments.

Lab Infrastructure Team

Oct 2, 2025

General Update

Lab update

Industry collaboration visit hosted

Research exchange session held with an industrial R&D team on applied vision and learning systems.

MMAI Lab + Partner R&D Group

Sep 11, 2025

General Update

Lab update

Lab workshop on biomedical vision pipelines

Internal workshop covered annotation quality, uncertainty, and deployment constraints.

Biomedical AI Group

Jun 1, 2025

Paper Accepted

Publication

Do Your Best and Get Enough Rest for Continual Learning

Computer Vision and Pattern Recognition (CVPR) publication update from MMAI Lab.

Hankyul Kang, Gregor Seifer, Donghyun Lee, Jongbin Ryu

May 28, 2025

Paper Accepted

Publication

Paper accepted in Medical Image Analysis

A medical imaging paper from MMAI Lab was accepted after peer review.

Biomedical AI Group

Feb 20, 2025

Graduation

Lab update

Congratulations to spring graduates

We congratulate graduating students and thank them for their contributions to the lab.

MMAI Lab Alumni

Jan 1, 2025

Paper Accepted

Publication

Channel Propagation Networks for Refreshable Vision Transformer

Winter Conference on Applications of Computer Vision (WACV) publication update from MMAI Lab.

Junhyung Ko, Jongbin Ryu

Jan 1, 2025

Paper Accepted

Publication

Enriching Local Patterns with Multi-Token Attention for Broad-Sight Neural Networks

Winter Conference on Applications of Computer Vision (WACV) publication update from MMAI Lab.

Hankyul Kang, Jongbin Ryu

2024

Dec 29, 2024

Paper Accepted

Publication

Style-KD : Class-Imbalanced Medical Image Classification via Style Knowledge Distillation

Biomedical Signall Processing and Control publication update from MMAI Lab.

Inhyuk Park, Won Hwa Kim, Jongbin Ryu

Dec 1, 2024

Paper Accepted

Publication

Generative Self-Supervised Learning for Medical Image Classification

Asian Conference on Computer Vision (ACCV) publication update from MMAI Lab.

Inhyuk Park, Sungeun Kim, Jongbin Ryu

Dec 1, 2024

Paper Accepted

Publication

Neural Substitution for Branch-level Network Re-parameterization

Asian Conference on Computer Vision (ACCV) publication update from MMAI Lab.

Seungmin Oh, Jongbin Ryu

Nov 25, 2024

Paper Accepted

Publication

Unsupervised Hashing Network with Hyper Quantization Tree

British Machine Vision Conference (BMVC) publication update from MMAI Lab.

Sungeun Kim, Jongbin Ryu

Nov 8, 2024

General Update

Lab update

Lab open house and project showcase

Visitors explored ongoing projects and discussed possible collaboration opportunities.

MMAI Lab

Oct 4, 2024

Paper Accepted

Publication

Spatial Bias for Attention-free Non-local Neural Networks

Expert Systems with applications publication update from MMAI Lab.

Junhyung Go, Jonngbin Ryu

Apr 21, 2024

Paper Accepted

Publication

Attentional Decoder Networks for Chest X-ray Image Recognition on High-resolution Features

Computer Methods and Programs in Biomedicine publication update from MMAI Lab.

Hankyul Kang, Namkug Kim, Jongbin Ryu

Apr 16, 2024

Paper Accepted

Publication

Analyzing to Discover Origins of CNNs and ViT Architectures in Medical Images

Scientific Reports publication update from MMAI Lab.

Seungmin Oh, Namkug Kim, Jongbin Ryu

Jan 1, 2024

Paper Accepted

Publication

Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge

Medical Image Analysis (MedIA) publication update from MMAI Lab.

CVAMD participants including Jongbin Ryu

Jan 1, 2024

Paper Accepted

Publication

Fine-Grained Self-Supervised Learning with Jigsaw puzzles for medical image classification

Computers in Biology and Medicine publication update from MMAI Lab.

Wongi Park, Jongbin Ryu

2023

Dec 1, 2023

Paper Accepted

Publication

Deep Learning Using Computed Tomography to Identify High-Risk Patients for Acute Small Bowel Obstruction: Development and Validation of a Prediction Model: A Retrospective Cohort Study

International Journal of Surgery publication update from MMAI Lab.

Seungmin Oh, Jongbin Ryu, Ho-Jung Shin, Jeong Ho Song, Sang-Yong Son, Hoon Hur, Sang-Uk Han

Aug 10, 2023

Paper Accepted

Publication

Robust Asymmetric Loss for Multi-Label Long-Tailed Learning

ICCVW publication update from MMAI Lab.

Wongi Park, Inhyuk Park, Sungeun Kim, Jongbin Ryu

Jan 25, 2023

Paper Accepted

Publication

Effect of Contrast Level and Image Format on a Deep Learning Algorithm for the Detection of Pneumothorax with Chest Radiography

Journal of Digital Imaging publication update from MMAI Lab.

Myeong Seong Yoon, Gitaek Kwon, Jaehoon Oh*, Jongbin Ryu*, Jongwoo Lim, Bo-kyeong Kang, Juncheol Lee, Dong-Kyoon Han (*corresponding author)

2021

Jan 1, 2021

Paper Accepted

Publication

Dual Aggregated Feature Pyramid Network for Multi Label Classification

Pattern Recognition Letters publication update from MMAI Lab.

Dongjoo Yun, Jongbin Ryu*, Jongwoo Lim (*corresponding author)

Jan 1, 2021

Paper Accepted

Publication

End-to-End Learning for Omnidirectional Stereo Matching with Uncertainty Prior

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) publication update from MMAI Lab.

Changhee Won, Jongbin Ryu, Jongwoo Lim

Jan 1, 2021

Paper Accepted

Publication

Unsupervised Feature Learning for Self-Tuning Neural Networks

Neural Networks publication update from MMAI Lab.

Jongbin Ryu, Ming-Hsuan Yang, Jongwoo Lim

2020

Jan 1, 2020

Paper Accepted

Publication

Deep Learning Algorithms for Detecting and Visualising Intussusception on Plain Abdominal Radiography in Children: A Retrospective Multicenter Study

Scientific Reports publication update from MMAI Lab.

Gitaek Kwon*, Jongbin Ryu*, Jaehoon Oh, Jongwoo Lim, Bo-kyeong Kang, Chiwon Ahn, Junwon Bae, Dong Keon Lee (*co-first author)