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

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 Style Changer of English pronunciation styles between different countries

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

Samsung AI Challenge (3D Metrology), 2022, DACON

R²Sys-FTCP: Recognition and Recommendation System for Fitness Exercise Types and Correct Posture.

Design of AI Hardware Inference for Various Deep Learning Networks using Verilog HDL.

• 서정윤, 이종윤, 박성준, 이하림, "Implementation and Evaluation of fully-connected network on Hardware using Verilog HDL," 한국정보기술학회 하계학술대회, 2024.

• [국내 논문지 작성중] Implementation of AI Hardware Inference based on fully-connected Network for Detecting Defective Transistor Elements.

  1. 데이콘 데이터셋: 반도체 소자 이상 탐지 AI 경진대회 (link).

Samsung AI Challenge (3D Metrology), 2022, DACON.

Intelligent High-precision GPS scheme using Deep Learning, 2022, Campus Patent Universiade.

FATHER: Finding and Tracking Hidden pERson with Object Detection and Face Similarity.

1. 서정윤, 박성준, 이하림, "Implementation of Deep-learning based Specific Person Identification System using Facial Similarity," 한국통신학회 동계학술대회, 2024.

2. [국내 저널 작성중] Implementing one of the latest object detection networks, YOLOv6 and a convolutional block attention module, CBAM.

Campus Patent Universiade, "Intelligent High-precision GPS scheme using Deep Learning", Encouragement Prize, 2022 (link).

단말기 중심 위치 측위를 위한 딥러닝 네트워크 기반 오차 보정 정보 생성 기법

Research on Hardware-friendly Semantic Segmentation Networks.

• 박성준, 이하림, "Performance Evaluation of Fully Convolutional Network for Autonomous Driving with the Latest Car Daytime Road Data," 한국정보기술학회 하계학술대회, 2024.

Design of AI Hardware Inference of Semantic Segmentation Networks for Autonomous Driving Vehicle.

• 서정윤, 이종윤, 박성준, 이하림, "Implementation and Evaluation of fully-connected network on Hardware using Verilog HDL," 한국통신학회 동계학술대회, 2024.

• [국내 논문지 준비중] Implementation of AI Hardware Inference based on fully-connected Network for Detecting Defective Transistor Elements.

  1. 데이콘 데이터셋: 반도체 소자 이상 탐지 AI 경진대회 (link).

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

FATHER: Finding and Tracking Hidden pERson with Object Detection and Face Similarity.

1. 서정윤, 박성준, 이하림, "Implementation of Deep-learning based Specific Person Identification System using Facial Similarity," 한국통신학회 동계학술대회, 2024.

2. [국내 저널 준비중] Implementing one of the latest object detection networks, YOLOv6 and a convolutional block attention module, CBAM.

Development of Document Summary System using Large-Language Model and Camera Sensor.

• Programming skill set: Python, PyTorch, C++

• Deep Learning Networks: Transformer, BERT, GPT, KoBART, etc.

Samsung AI Challenge (3D Metrology), 2022, DACON.

Patent Trend Analysis of Natural Language based Generative AI and Establishing a Patent Strategy to alleviate Hallucination, 2023, Campus Patent Universiade.

Campus Patent Universiade, "Natural Language Model based Generative AI", Excellence Prize, 2023 (link).