Alumni

Dissertation
"Real-Time Traffic Light Recognition and Image Segmentation for Autonomous Vehicle System"
Research Interests

Deep Learning based Multi-Defect Detection scheme in Wafer using Graph Neural Network.
- 최지환, 김미선, 이하림, "다중 결함 인지 손실 함수 및 머신러닝 기반 웨이퍼 결함 종류 검파 기법 연구," 한국통신학회, 2022.
- 김미선, 최지환, 이하림, "웨이퍼 맵의 다중 패턴 인지를 위한 벡터 표현 기반 캡슐네트워크 구현", 한국통신학회 논문지, Excellent Paper Selection, 2023.
Recognition of Traffic Lights using Multi-level Features with Ratio-preserving Zero Padding.
- J. Choi and H. Lee, "Real-Time Traffic Light Recognition with Lightweight State Recognition and Ratio-Preserving Zero Padding," Electronics, 2024.
Camera-Invariant Domain Adaptation for autonomous driving.

Predicting antenna performance of autonomous driving sensors, LG Aimers, 2022, DACON (upper 6%)
Samsung AI Challenge (3D Metrology), 2022, DACON
Jeju Traffic Forecast, 2022, DACON

Dissertation
"Deep-learning based Intelligent Systems for Recognition of Defects and Thickness on Semiconductor"
Research Interests

Deep Learning based Multi-Defect Detection scheme in Wafer using Attention Module and GAIN
- 최지환, 김미선, 이하림, "다중 결함 인지 손실 함수 및 머신러닝 기반 웨이퍼 결함 종류 검파 기법 연구," 한국통신학회, 2022.
Vector-representation based Pattern Recognition using Capsule Network
- 김미선, 최지환, 이하림, "웨이퍼 맵의 다중 패턴 인지를 위한 벡터 표현 기반 캡슐네트워크 구현", 한국통신학회 논문지, Excellent Paper Selection, 2023.
Development of Thickness Prediction System.

Predicting antenna performance of autonomous driving sensors, LG Aimers, 2022, DACON (upper 6%)
Samsung AI Challenge (3D Metrology), 2022, DACON

Development of Deep Learning-based Technique for Predicting Lymph Node Metastasis of Breast Cancer.
- Dragonnet that is one of the causal inference networks is used for predicting lymph node metastasis of breast cancer.
- 김영섭, 이하림, "Prediction of Lymph Node Metastasis by Combining Causal Inference and Vision based Networks", 한국통신학회 동계학술대회, 2024.

Predicting antenna performance of autonomous driving sensors, LG Aimers, 2022, DACON (upper 6%).