Youngmin Ro's Homepage
Ph. D. Youngmin Ro
Assistant Professor,
Department of Artificial Intelligence, University of Seoul
4-423, 161 Seoulsiripodae-ro, Dongdaemun-gu, Seoul 02504, Korea
Email : youngmin.ro@uos.ac.kr, youngmin4920@gmail.com
[Google Scholar] [MILab]
Research Interests
Person Re-identification
Deep Learning Architecture
Deep Metric Learning (Image Retrieval)
Deepfake detection
Generative model and Privacy
Activities
Facial De-identification algorithm in Samsung SDS (2020.09 ~ 2022.02)
Deepfake detection model development in Samsung SDS (2020.09 ~ 2022.02)
Fast face recognition with deep cascade network on the CPU (2016.09 ~ 2017.03)
Online multi-target multi-camera(MTMC) Association 2016.03 ~ 2016.08)
Publications
International
2022
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],
[Paper] [Arxiv] [Supplementary] [Github]
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] [Arxiv] [Supplementary] [Github]
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] [Arxiv] [Supplementary] [Github]
2021
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)
2020
Heterogeneous Double-head Ensemble for Deep Metric Learning
Youngmin Ro, Jin Young Choi
IEEE Access 2020
[pdf]
2019
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)
Domestic Conference
딥 네트워크 멀티 헤드 앙상블 구조의 설계 요소
Youngmin Ro, Jin Young Choi
32th Workshop on Image Processing and Image Understanding (IPIU), 2020
[TBA]
파트 기반의 보행자 재식별 연구
Youngmin Ro, Jin Young Choi
30th Workshop on Image Processing and Image Understanding (IPIU), 2018
[pdf]
실시간 3차원 궤적 추정을 위한 다중 카메라 다중 물체 탐지 및 추적 시스템
Youngmin Ro, Moonsub Byeon, Jin Young Choi
29th Workshop on Image Processing and Image Understanding (IPIU), 2017
[pdf]