Publications

AULoRA: Anomaly Understanding With Low-Rank Adaptation for Zero-Shot Anomaly Detection

Seunghyun Oh, Seongsu Lee, Seunghye Chae, Youngmin Ro

IEEE Access (2025.10)

[Paper]

Emulating Self-attention with Convolution for Efficient Image Super-Resolution

Dongheon Lee, Seokju Yun, Youngmin Ro

IEEE/CVF International Conference on Computer Vision (ICCV) 2025 (Highlight paper)

[Paper]

SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning

Seokju Yun,  Seunghye Chae, Dongheon Lee, Youngmin Ro

IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR) 2025 (Highlight paper)

[Paper]

Arbitrary-Scale Downscaling of Tidal Current Data Using Implicit Continuous Representation

Dongheon Lee, Seungmyong Jeong, Youngmin Ro

IEEE Access (2024.10)

[Paper]

     Instance-Dependent Multi-Label Noise Generation for Multi-Label Remote Sensing Image Classification

Youngwook Kim, Sehwan Kim, Youngmin Ro*, Jungwoo Lee*

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (2024.09)

[Paper]

     Self-supervised scheme for generalizing GAN image detection

Yonghyun Jeong, Doyeon Kim, Pyounggeon Kim, Youngmin Ro, Jongwon Choi

Pattern Recognition Letters (2024.08)

[Paper]

     Adversarial deep energy method for solving saddle point problems involving dielectric elastomers

Seung-Woo Lee, Chien Truong-Quoc, Youngmin Ro, Do-Nyun Kim

Computer Methods in Applied Mechanics and Engineering (2024.03)

[Paper]

SHViT: Single-Head Vision Transformer with Memory Efficient Macro Design

Seokju Yun,  Youngmin Ro

IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR) 2024

[Paper]

Strengthening Dynamic Convolution With Attention and Residual Connection in Kernel Space

Seokju Yun,  Youngmin Ro

IEEE Access 2024.01

[Paper]

     FingerprintNet: Synthesized Fingerprints for Generated Image Detection

Yonghyun Jeong,  Doyeon Kim, Youngmin Ro, Pyounggeon Kim, Jongwon Choi

European Conference on Computer Vision 2022 (ECCV2022) [Top-tier AI Conference],

[pdf] 

      Differentially Private Normalizing Flows for Synthetic Tabular Data Generation

 Jaewoo Lee, Minjung Kim, Yonghyun Jeong, Youngmin Ro

AAAI Conference on Artificial Intelligence 2022 (AAAI2022) [Top-tier AI Conference],

 [Paper] 

     FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations

Yonghyun Jeong, Doyeon Kim, Youngmin Ro, Jongwon Choi

AAAI Conference on Artificial Intelligence 2022 (AAAI2022) [Top-tier AI Conference],

[Paper] 

    Rollback Ensemble with Multiple Local Minima in Fine-tuning Deep Learning Networks

Youngmin Ro, Jongwon Choi, Byeongho Heo, Jin Young Choi

      IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.3, IF:10.451

      [Link] 

      Layer-wise Pruning and Auto-tuning of Layer-wise Learning Rates in Fine-tuning of Deep Networks 

Youngmin Ro, Jin Young Choi

Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI2021)

[pdf] [project page(code & result)]

Heterogeneous Double-head Ensemble for Deep Metric Learning

Youngmin Ro, Jin Young Choi

IEEE Access 2020

[pdf]

     Backbone Can Not be Trained at Once: Rolling Back to Pre-trained Network for Person Re-Identification

Youngmin Ro, Jongwon Choi, Dae Ung Jo, Byeongho Heo, Jongin Lim, Jin Young Choi

Thirty-Third AAAI Conference on Artificial Intelligence (AAAI2019)

[pdf] [project page(code & result)] [presentation]