Graduate School

Introduction Faculty Curriculum

Department of Electronic Engineering

홈 영문-일반대학원 Department Department of Electronic Engineering Faculty

Name	Byeongkeun Kang
MAJOR	Computer Vision
TEL	02-970-6426
E-mail	byeongkeun.kang@seoultech.ac.kr

Biography

University of California - San Diego, Ph.D.(Electrical and Computer Engineering)
University of California - San Diego, M.S. (Electrical and Computer Engineering)
Yonsei University, B.S. (Electrical and Electronics Engineering)

Careers

Carnegie Mellon University, Robotics Institute (School of Computer Science), Postdoctoral Fellow
Honda Research Institute - US, Research Intern
HP Inc., Research Intern

Research Areas

Computer Vision, Image Processing, Machine Learning

Journal Papers

◾ Improving weakly-supervised object localization using adversarial erasing and pseudo label, Engineering Applications of Artificial Intelligence, vol.133, 2024강병근

◾ Enhancing Long-Term Person Re-Identification Using Global, Local Body Part, and Head Streams, Neurocomputing, vol.580, 2024강병근

◾ Pixel-Level Clustering Network for Unsupervised Image Segmentation, Engineering Applications of Artificial Intelligence, vol.127, 2023강병근

◾ Human Perception-Oriented Enhancement and Smoothing for Perceptual Video Coding, IEEE Transactions on Broadcasting, vol.69 No.3 pp.767~778, 2023강병근

◾ Weakly Supervised Object Localization Using Class-Specific Foreground Maps, Journal of Broadcast Engineering, vol.28 No.4 pp.391~399, 2023강병근

◾ Sampling Agnostic Feature Representation for Long-Term Person Re-Identification, IEEE Transactions on Image Processing, vol.31 pp.6412~6423, 2022강병근

◾ Where to Look: Visual Attention Estimation in Road Scene Video for Safe Driving, IEIE Transactions on Smart Processing and Computing, vol.11 No.2 pp.105~111, 2022강병근

◾ Image-to-Image Translation-Based Data Augmentation for Robust EV Charging Inlet Detection, IEEE Robotics and Automation Letters, vol.7 No.2 pp.3726~3733, 2022강병근

◾ Segmentation-Based Seam Cutting for High-Resolution 360-Degree Video Stitching, IEEE Access, 2021강병근

◾ A Driver’s Visual Attention Prediction Using Optical Flow, SENSORS, 2021강병근

◾ Fast Content-preserving Seam Estimation for Real-time High-resolution Video Stitching, Journal of Broadcast Engineering, vol.25 No.6 pp.1004~1012, 2020강병근

◾ Generating Images in Compressed Domain Using Generative Adversarial Networks, IEEE ACCESS, vol.8 pp.180977~180991, 2020강병근

◾ High-Resolution Neural Network for Driver Visual Attention Prediction, SENSORS, vol.20 No.7, 2020강병근

◾ Random Forest With Learned Representations for Semantic Segmentation, IEEE Transactions on Image Processing, 2019강병근

◾ Depth-Adaptive Deep Neural Network for Semantic Segmentation, IEEE Transactions on Multimedia, 2018강병근

◾ Long-Range Motion Trajectories Extraction of Articulated Human Using Mesh Evolution, IEEE Signal Processing Letters, 2016강병근

Conference Papers

◾ David Kim, Sinhae Cha, Byeongkeun Kang, Multiscale Vision Transformer With Deep Clustering-Guided Refinement for Weakly Supervised Object Localization, IEEE International Conference on Visual Communications and Image Processing, Maison GLAD Jeju, 2023강병근

◾ 김찬호, 이소은, 이태형, 강병근 , 대조적 언어-이미지 사전 학습 모델을 활용한 제로-샷 작물 질병 분류 방법, 2023년 한국방송·미디어공학회 추계학술대회, 한국과학기술회관, 2023강병근

◾ Sejin Park, Taehyung Lee, Yeejin Lee, Byeongkeun Kang, FDCNet: Feature Drift Compensation Network for Class-Incremental Weakly Supervised Object Localization, ACM Multimedia Conference, Ottawa, 2023강병근

◾ 이태형, 김찬호, 박세진, 강병근, 적대적 생성 신경망을 활용한 다양한 환경에 강인한 잡초 탐지 방법, 2023년 한국방송·미디어공학회 하계학술대회, 메종 글래드 제주, 2023강병근

◾ Sejin Park, Taehyung Lee, Yeejin Lee, Byeongkeun Kang, Person Trespassing Detection for Surveillance Camera System, International Conference on Electric Vehicle, Smart Grid and Information Technology, International Convention Center Jeju, 2022강병근

◾ Taeha Kim, Yeonjun Bang, Byeongkeun Kang, Yeejin Lee, Electric Vehicle Charging Inlet 3D Position Detection for Autonomous Charging Robot, International Conference on Electric Vehicle, Smart Grid and Information Technology, International Convention Center Jeju, 2022강병근

◾ 방연준, 이의진, 박주형, 강병근, Image Recomposition System Using Segmentation and Style-transfer, 한국방송미디어공학회 학술발표대회 논문집, 제주한라대학교 , 2021강병근

◾ 김태하, 양성엽, 강병근, 이의진, 적대적 생성 신경망을 활용한 과다 노출 영상 복원 방법, 한국방송미디어공학회 학술발표대회 논문집, 제주한라대학교, 2021강병근

Projects

◾ Development of Class-Incremental Object Localization Method Using Weakly-Supervised Learning and Language Model for Continuously Learning Robot, National Research Foundation of Korea, 2023.06.~2026.02.

◾ Development of Smart Farm Management System and Growth Monitoring, Korea Evaluation Institute of Industrial Technology (KEIT), 2022.05.~2026.12.

◾ Person Re-identification for Intelligent Security System, National Research Foundation of Korea, 2020.03.~2023.02.

◾ Autonomous VR·AR Content Generation Considering User Environments, Institute for Information & communication Technology Planning & evaluation (IITP), 2020.04.~2022.12.

◾ Development of Smart Total Management System for Small Scale Water Supply Facilities, National Research Foundation of Korea, 2021.04.~2022.06.

◾ Cloud-Based Smart Energy Town Platform Integrating Energy-Blocks (Image-based EV Charging Robot Automation), Ministry of Education, 2020.03.~2022.02.

◾ 360-degree Video Generation for VR/AR, ETRI, 2020.04.~2020.11.

◾ AI-based Object Detection and Tracking for ROI selection, ETRI, 2020.09.~2020.11.

◾ AI-based Water Management System, National Research Council of Science and Technology, 2020.11.~2021.02.