Alumni
Alumni
Research Interests
Real-time Segmentation System for Autonomous Driving Vehicle
박성준, 이하림, "Performance Evaluation of Fully Convolutional Network for Autonomous Driving with the Latest Car Daytime Road Data," 한국정보기술학회 하계학술대회, 2024.
박성준, 이하림, "Improvement of Performance and Processing Speed in Semantic Segmentation Network Models Using RepBlock," 한국통신학회 하계학술대회, 2025.
Design of ConvTransopose2D layer for Generative AI.
[Full-connected Layer] J. Y. Lee, J. Y. Seo, S. J. Park, H. Lee, and Y. H. Lee, "Hardware Accelerator for Real-time Image Classification," The 2024 International Conference on Computational Science and Computational Intelligence (CSCI), Las Vegas, USA, Dec. 11-13, 2024 [Scopus].
[Basic Fully-connected Network] 서정윤, 이종윤, 박성준, 이하림, "Implementation and Evaluation of fully-connected network on Hardware using Verilog HDL," 한국정보기술학회 하계학술대회, 2024.
[CNN] J. Y. Lee, J. Y. Seo, S. J. Park, H. Lee*, "Design of Hardware Accelerator of Convolution Layer using Verilog HDL," The Transactions of the Korean Institute of Electrical Engineers (KIEE), 2025 [Scopus].
Project Experience
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.
서정윤, 박성준, 이하림, "Implementation of Deep-learning based Specific Person Identification System using Facial Similarity," 한국통신학회 동계학술대회, 2024.
[국내 저널 준비중] Implementing one of the latest object detection networks, YOLOv6 and a convolutional block attention module, CBAM.
Honors and Awards
ADsP (Advanced Data Analytics Semi-Professional, 빅데이터[준전문가]), 2025.
Capstone Design Fair, "Finding and Tracking Hidden pERson with Object Detection and Face Similarity," Silver Prize, 2023.
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.
Project Experience
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
Experience
Python Instructor at LG Innotek, (2024.06 ~ current)
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.
Project Experience
Predicting antenna performance of autonomous driving sensors, LG Aimers, 2022, DACON (upper 6%)
Samsung AI Challenge (3D Metrology), 2022, DACON
Dissertation
"Deep-learning based TSV 3D Shape Defect Inspection Algorithm".
Research Interests
Development of Deep Learning based Defect Detection System
K. Park, and H. Lee*, "Real-Time TSV 3D Shape Defect Inspection System Using Deep Learning based Fast Object Detection," accept with minor revision, Journal of Semiconductor Technology and Science, 2025.
Research Interests
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.
Project Experience
Predicting antenna performance of autonomous driving sensors, LG Aimers, 2022, DACON (upper 6%).