공지: 2026 후기 대학원생/학부 인턴을 모집합니다.
관련 정보
VSLab Visual Science Laboratory

Publications

International · Domestic · Patent

International Journal / Conference

2026

Do We Need Perfect Data? Leveraging Noise for Domain Generalized Segmentation Paper · Project · Code
Taeyeong Kim, SeungJoon Lee, Jung Uk Kim, MyeongAh Cho
The 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026), Jan. 2026
RefineVAD: Semantic-Guided Feature Recalibration for Weakly Supervised Video Anomaly Detection Paper · Project · Code
Junhee Lee*, ChaeBeen Bang*, MyoungChul Kim*, MyeongAh Cho
The 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026), Jan. 2026
PlugTrack: Multi-Perceptive Motion Analysis for Adaptive Fusion in Multi-Object Tracking Paper · Project · Code
Seungjae Kim, SeungJoon Lee, MyeongAh Cho
The 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026), Jan. 2026

2025

Object-Centric Representation Learning for Enhanced 3D Semantic Scene Graph Prediction Paper · Project · Code
KunHo Heo*, GiHyun Kim*, SuYeon Kim, MyeongAh Cho
The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025), Dec. 2025
Adaptive Grid Selection Training Strategy for Tiny Object Detection
Sunhyuk Yim, MyeongAh Cho, Dongwoo Kang, Sangyoun Lee
IEEE Access, Oct. 2025 (JCR Top 35.2%)
Feature-Level Augmentation Vision Transformer for Video-based Person Re-Identification
Minjung Kim, MyeongAh Cho, Heansung Lee, Sangyoun Lee
ELSEVIER Pattern Recognition (PR), May 2025 (JCR Top 8.8%)
Treating Motion as Option with Output Selection for Unsupervised Video Object Segmentation
Suhwan Cho, Minhyeok Lee, Jungho Lee, MyeongAh Cho, Seungwook Park, Jaeyeob Kim, Hyunsung Jang, Sangyoun Lee
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Apr. 2025 (JCR Top 3.7%)
Fast Video Anomaly Detection via Context-Aware Shortcut Exploration and Abnormal Feature Distance Learning
Chaewon Park, Donghyeong Kim, MyeongAh Cho, Minjung Kim, Minseok Lee, Sangyoun Lee
ELSEVIER Pattern Recognition (PR), Jan. 2025 (JCR Top 8.8%)

2024

Towards Multi-Domain Learning for Generalizable Video Anomaly Detection
MyeongAh Cho, Taeoh Kim, Minho Shim, Dongyoon Wee, Sangyoun Lee
The Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Dec. 2024
Fine-structured Learning for Semantic Map Representation
GiHyeon Kim, Donghyeong Kim, Hyeonjeong Lim, MyeongAh Cho
IEEE/IEIE International Conference on Consumer Electronics Asia (ICCE-Asia 2024), Oct. 2024
Normal-Adaptive Memory Module for Unsupervised Domain Adaptation in Weakly-supervised Video Anomaly Detection
Taeyeong Kim*, YoungBin Kim*, Donghyeong Kim, Hyeonjeong Lim, MyeongAh Cho
IEEE/IEIE International Conference on Consumer Electronics Asia (ICCE-Asia 2024), Oct. 2024

2023

Look Around for Anomalies: Weakly-Supervised Anomaly Detection via Context-Motion Relational Learning
MyeongAh Cho, Minjung Kim, Sangwon Hwang, Chaewon Park, Kyungjae Lee, Sangyoun Lee
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2023), Jun. 2023
Object-Oriented Cutout Data Augmentation for Tiny Object Detection
Sunhyuk Yim, MyeongAh Cho, Sangyoun Lee
International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2023), Jun. 2023
Feature Disentanglement Learning with Switching and Aggregation for Video-based Person Re-Identification
Minjung Kim, MyeongAh Cho, Sangyoun Lee
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2023), Jan. 2023

2022

Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss
Chaewon Park*, Minhyeok Lee*, MyeongAh Cho, Sangyoun Lee
IEEE International Conference on Image Processing (ICIP 2022), Oct. 2022
Frame-to-frame Visual Odometry Estimation Network with Error Relaxation Method
Sangwon Hwang, MyeongAh Cho, Yuseok Ban, Kyungjae Lee
IEEE Access, Oct. 2022 (JCR Top 37.86%)
SSAT: Self-Supervised Associating Network for Multi-Object Tracking
Tae-young Chung, MyeongAh Cho, Heansung Lee, Sangyoun Lee
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Jun. 2022 (JCR Top 17.21%)
Occluded Person Re-Identification via Relational Adaptive Feature Correction Learning
Minjung Kim, MyeongAh Cho, Heansung Lee, Suhwan Cho, Sangyoun Lee
IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP 2022), May. 2022
Unsupervised Video Anomaly Detection via Normalizing Flows with Implicit Latent Features
MyeongAh Cho, Taeoh Kim, Woo Jin Kim, Suhwan Cho, Sangyoun Lee
ELSEVIER Pattern Recognition (PR), Apr. 2022 (JCR Top 8.51%)
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation
Chaewon Park, MyeongAh Cho, Minhyeok Lee, Sangyoun Lee
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2022), Jan. 2022

2021

A NIR-to-VIS Face Recognition via Part Adaptive and Relation Attention Module
Rushuang Xu, MyeongAh Cho, Sangyoun Lee
IEEE International Conference on Image Processing (ICIP 2021), Sep. 2021

2020

Relational Deep Feature Learning for Heterogeneous Face Recognition
MyeongAh Cho, Taeoh Kim, Ig-Jae Kim, Kyungjae Lee, and Sangyoun Lee
IEEE Transactions on Information Forensics and Security (TIFS), Jul. 2020 (JCR Top 7.87%)
CRVOS: Clue Refining Network for Video Object Segmentation
Suhwan Cho, MyeongAh Cho, Tae-young Chung, Heansung Lee, Sangyoun Lee
IEEE International Conference on Image Processing (ICIP 2020), Oct. 2020
Learning Temporally Invariant and Localizable Features via Data Augmentation for Video Recognition
Taeoh Kim*, Hyeongmin Lee*, MyeongAh Cho*, Hoseong Lee, Dong Heon Cho, Sangyoun Lee
European Conference on Computer Vision Workshop (ECCVW 2020), Aug. 2020

2019

N-RPN: Hard Example Learning for Region Proposal Networks
MyeongAh Cho, Tae-young Chung, Hyeongmin Lee, Sangyoun Lee
IEEE International Conference on Image Processing (ICIP 2019), Sep. 2019
NIR-to-VIS Face Recognition via Embedding Relations and Coordinates of the Pairwise Features
MyeongAh Cho, Tae-young Chung, Taeoh Kim, Sangyoun Lee
IAPR International Conference on Biometrics (ICB 2019), Jun. 2019
Online Adaptation for Siamese-based Visual Object Tracking
Heansung Lee, MyeongAh Cho, Tae-young Chung, Sangyoun Lee
International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2019), Jun. 2019

Domestic Journal / Conference

2025

Semi‑Supervised Pseudo Labeling for Robust Real‑World Weather Image Restoration
YoungKwan Cho, Youngbin Kim, Taeyeong Kim, Hayoung Lee
KIISE Korea Software Congress (KSC 2025), Dec. 2025
Improving Sound Source Localization Performance Using an Audio Selector
Wongyu Lee, MyoungChul Kim, Chanse Oh
KIISE Korea Software Congress (KSC 2025), Dec. 2025
Efficient 3D Gaussian Splatting with Adaptive Depth Refinement in High-Confidence Regions
Seungjae Kim, Taeyeong Kim, SuYeon Kim
KIISE Korea Software Congress (KSC 2025), Dec. 2025
Explainable Intelligent Surveillance Video System using Spatial Localization
MyoungChul Kim, Seungjae Kim, YongHyun Gwon
KIISE Korea Software Congress (KSC 2025), Dec. 2025
Adaptive BEV Feature Enhancement via Geometric Constraints for 3D Object Detection in Autonomous Driving
Taeyeong Kim, KunHo Heo, Wongyu Lee, SeungJoon Lee
KIISE Korea Software Congress (KSC 2025), Dec. 2025
Knowledge Transfer via Adaptive Multimodal Fusion Features for Video Anomaly Detection
Youngbin Kim, YoungKwan Cho, Wongyu Lee, MyeongAh Cho
KIISE Korea Software Congress (KSC 2025), Dec. 2025
RAT-VAD: Role-Aware adaptive Text Fusion for Video Anomaly Detection
MyoungChul Kim, Youngbin Kim, Taeyeong Kim, MyeongAh Cho
KIISE Korea Computer Congress (KCC 2025), Jun. 2025

2024

Flexible Parameters and Depth Image Sampling via Optimized 3D Mapping and Tracking
Youngbin Kim, Seong-Bae Park, MyeongAh Cho
KIISE Korea Software Congress (KSC 2024), Dec. 2024
Night Image Transformation-Based Data Augmentation for Domain Generalization in Autonomous Driving Environments
Taeyeong Kim, Seong-Bae Park, MyeongAh Cho
KIISE Korea Software Congress (KSC 2024), Dec. 2024

Patent

  1. 3D 장면 그래프를 생성하기 위한 방법 및 장치 (2025)
    KR-Application, No.10-2025-0188361
  2. 부위별 동작을 합성하여 전신 동작을 생성하는 방법 및 장치 (2025)
    KR-Application, No.10-2025-0200238
  3. Apparatus And Method For Tracking Pedestrians In CCTV Environment (2023)
    KR-Registration, No.10-2519367
  4. Apparatus and Method for Recognizing Heterogeneous Face Based on Relationship Between Component (2022)
    KR-Registration No.10-2356438
  5. Apparatus and Method for Tracking Pedestrians in Multiple CCTV Environment (2022)
    KR-Registration, No.10-2355006
  6. Video Anomaly Detection Apparatus and Method using Relational Embedding (2022)
    KR-Application, No.10-2022-0156968
  7. Object Tracking Apparatus and Method using Self‐Attention (2021)
    KR-Registration, No.10-2359982
  8. Object Tracking Method and Feature Vector Extraction Method for Tracking Object (2021)
    KR-Application, No.10-2021-0165002
  9. Apparatus and Method for Detecting Anomalous Event (2020)
    KR-Application, No.10-2020-0153560