🎓 Education / Experience

• • B.S, Computer Science, Korea Aerospace University, Korea, 2016

👨‍💻 Research Interests

• • Object Detection

  • Semi-supervised Learning

  • Computer Vision

  • Machine Learning

📔 Publications / Patents

• International Publications

  • • Y. Lee, Y. Kim, J. Yu, and M. Jeon, "Learning to Remove Bad Weather: Towards Robust Visual Perception for Self-Driving", IEEE Robotics and Automation Letters (RA-L) with the ICRA 2022 Presentation (IF: 3.741), 2022

    • Y. Lee, J. Jeon, Y. Ko, M. Jeon, and W. Pedrycz, "License Plate Detection via Information Maximization," IEEE Transactions on Intelligent Transportation Systems (T-ITS) (IF: 6.492), 2022

    • Y. Lee, H. Yoo, J. Yu and M. Jeon, "Learning to See in the Hazy Rain via Disentangled Representation", IEEE Robotics and Automation Letters (RA-L) (IF: 3.741), accepted, October, 2021

    • Yechan Kim, Younkwan Lee and Moongu Jeon, "Imbalanced Image Classification with Complement Cross Entropy", Pattern Recognition Letters (IF: 3.756), 2021

    • Y. Ko, Y. Lee, S. Azam, F. Munir, M. Jeon and W. Pedrycz. "Key Points Estimation and Point Instance Segmentation Approach for Lane Detection", IEEE T. Intelligent Transportation Systems (IF: 6.492), 2021

    • Younkwan Lee, Jihyo Jeon, Yeongmin Ko, Byung-Gwan Jeon and Moongu Jeon. "Task-Driven Deep Image Enhancement Network for Autonomous Driving in Bad Weather", IEEE International Conference on Robotics and Automation (ICRA 2021), Xian, China, May 30- June 5, 2021.

    • J. Yu, Y. Lee, K. Yow, M. Jeon and W. Pedrycz, "Abnormal Event Detection and Localization via Adversarial Event Prediction", IEEE T. Neural Networks and Learning Systems (IF: 10.451), 2021

    • Younkwan Lee, Hyeongjun Yoo, Yechan Kim, Jihun Jeong and Moongu Jeon, "Self-Supervised Attribute-Aware Refinement Network for Low-Quality Text Recognition", European Conference on Computer Vision Workshop (ECCVW 2020), Online, August 23-28, 2020.

    • Younkwan Lee, Jihyo Jeon, Jongmin Yu and Moongu Jeon, "Context-Aware Multi-Task Learning for Traffic Scene Recognition in Autonomous Vehicles", 31th IEEE Intelligent Vehicles Symposium (IV 2021), Las Vegas, USA, June 23-26, 2020. (Best Student Paper Award)

    • Younkwan Lee, Jihyo Jeon, Jongmin Yu and Moongu Jeon, "Context-Aware Multi-Task Learning for Traffic Scene Recognition in Autonomous Vehicles", IEEE Intelligent Vehicles Symposium (IV 2020), Las Vegas, USA, June 23-26, 2020.

    • Jongmin Yu, Du Yong Kim, Younkwan Lee and Moongu Jeon, "Unsupervised Pixel-level Road Defect Detection via Adversarial Image-to-Frequency Transform", IEEE Intelligent Vehicles Symposium (IV 2020), Las Vegas, USA, June 23-26, 2020.

    • Hyunguk Choi, Younkwan Lee, Kin-Choong Yow and Moongu Jeon, "Block Change Learning for Knowledge Distillation", Information Sciences (IF: 5.524), 2020

    • Younkwan Lee, Juhyun Lee, Hoyeon Ahn and Moongu Jeon, "SNIDER: Single Noisy Image Denoising and Rectification for Improving License Plate Recognition", IEEE/CVF International Conference on Computer Vision Workshop (ICCVW 2019), Seoul, Korea, 2019 (Outstanding Paper Award) (Oral Presentation) [Project Page]

    • Younkwan Lee, Juhyun Lee, Yoojin Hong, YeongMin Ko and Moongu Jeon, "Unconstrained Road Marking Recognition with Generative Adversarial Networks", IEEE Intelligent Vehicles Symposium (IV 2019), Paris, France, June 9-12, 2019.

    • Juhyun Lee, Yoojin Hong, Younkwan Lee, Hyun Soo Kim, Chul Han Song, Du Yong Kim and Moongu Jeon, "Empirical Analysis of Tree-Based Models for PM2.5 Concentration Prediction", IEEE International Conference on Signal Processing and Communication Systems (ICSPCS 2019), Gold Coast, Australia, Dec. 16-18, 2019 (Oral Presentation)

    • Younkwan Lee, Jiwon Jun, Yoojin Hong and Moongu Jeon, "Practical License Plate Detection in Unconstrained Surveillance Systems with Adversarial Super-Resolution", VISAPP 2019, Feb. 25-27, Prague, Czech Republic (Oral Presentation)

    • Younkwan Lee, JaeWoong Yun, Yoojin Hong, Juhyun Lee and Moongu Jeon, "Accurate License Plate Recognition and Super-Resolution using a Generative Adversarial Networks on Traffic Surveillance Video ",The International Conference on Consumer Electronics (ICCE)-Asia2018

    • Vinh Quang Dinh , Younkwan Lee, Hyunguk Choi, Moongu Jeon , "Real-Time Traffic Sign Recognition",The International Conference on Consumer Electronics (ICCE)-Asia2018

    • Younkwan Lee, Jongmin Yu and Moongu Jeon, "Automatic Part Localization using 3D Cuboid Box for Vehicle Subcategory Recognition", International Conference on Control, Automation and Information Sciences (ICCAIS 2017) October 31-November 3, 2017, Thailand (Oral Presentation)

  • Domestic (Korean) Publications

• 이윤관, 전문구 "약천 후 자율주행을 위한 이미지 복구 기반의 시각적 인식", Korea Computer Congress 2021. (Outstanding Paper Awarded)

• 김예찬, 이윤관, 고영민, 유형준, 전병관, 전문구. "클래스별 규제 엔트로피를 이용한 시각적으로 유사한 객체의 분류", Korea Computer Congress 2021. (Outstanding Paper Awarded)

• 이윤관, 김예찬, 유형준, Abhijeet Borgule, 전문구. "악천후 자율주행을 위한 Deep Joint Deraining and Dehazing 네트워크", Korea Software Congress 2020.

• 이윤관, 전지효, 한대영, 전문구. "Image Denoising에 따른 High-Level Vision Task 성능 비교 분석", Korea Computer Congress 2020.

• 전지효, 이윤관, 한대영, 전문구. "어텐션 기반 자기지도학습 단안 영상 깊이 추정" Korea Computer Congress 2020.

• 유형준, 이윤관, 전문구. "해상도에 따른 실세계 이미지 분류 고찰", Korea Computer Congress 2020.

• 김예찬, 이윤관, 전문구. "Complement Entropy를 이용한 불균형 데이터의 학습", Korea Computer Congress 2020. (Outstanding Paper Awarded)

• 전지효, 이윤관, 이주현, 고영민, 전문구. "자기지도적 학습에 의한 단안 영상 깊이 추정", IPIU 2020.

• 이주현, 이윤관, 홍유진, 전문구, "PM10 농도 예측을 위한 머신러닝 기반 결측치 처리의 실증적 분석 ", 대한전자공학회 하계종합학술대회, Jun 26 - 28, 2019

• 이윤관, 심대영, 전문구, "자연의 영상에서 문자 합성 모델을 사용한 문자 검출", 대한전자공학회 하계종합학술대회, Jun 29 - Jul 1, 2017

• 이윤관, 홍유진, 윤재웅, 전문구, "비정형화된 환경에서 차량 번호판 검출을 위한 CNN 기반의 단일 파이프라인 검출 방법",한국정보과학회 KSC, 910-912, 2017 (Outstanding Paper Awarded)

• Patent

  • 김예찬, 이윤관, 전문구, "보완 교차 엔트로피를 이용한 불균형 데이터 학습 방법", 국내 출원 번호 : 10-2021-0114804, 출원일자 : 2021.08.30.

  • 이윤관, 전문구, "차량 번호판 인식 시스템", 국내 출원 번호 : 10-2021-0001849, 출원일자 : 2021.01.07

  • 이윤관, 전문구, "연속학습 기반의 얼굴인식을 통한 출입문 관제 시스템", 국내 출원 번호 : 10-2021-0001850, 출원일자 : 2021.01.07

  • 이윤관, 유형준, 전문구, "영상의 빗물제거 시스템", 국내 출원 번호 : 10-2020-0108866, 출원일자 : 2020.12.04

  • 이윤관, 전문구, 이근신, 이종선 "영상 개선 장치", 국내 출원 번호 : 10-2020-0026784 , 출원일자: 2020.03.02, 등록번호 : 10-2124497, 등록일자 : 2020.06.12

  • 이윤관, 전문구, 이근신, 이종선 "영상 이미지 학습장치 및 방법", 국내 출원 번호 : 10-2020-0025785 , 출원일자: 2020.03.02 , 등록번호 : 10-2119687, 등록일자 : 2020.06.01

  • 이윤관, 전문구 "차량 인식 시스템", KR, 출원일자 : 2018.03.14, 출원번호 : 2018-0029955, 등록번호: 10-202254 , 등록일자: 2020.02.21

  • 윤용상, 전문구, 유종민, 이윤관 "행위 인식 방법 및 장치", 국내 출원 번호 : 2019-0123041 , 출원일자: 2019.10.04