Graduate Students
서정윤 (Jeongyun Seo)
Research Interests
Design of AI Hardware Accelerator of Various Deep Neural Networks using Verilog HDL.
[Basic Fully-connected Network] 서정윤, 이종윤, 박성준, 이하림, "Implementation and Evaluation of fully-connected network on Hardware using Verilog HDL," 한국정보기술학회 하계학술대회, 2024.
[Lightweight Fully-connected Network][Quantization][LRA] J. Y. Seo, J. Y. Lee, H. Lee, "Design of Lightweight Fully-connected Network in Hardware using Learning-based Low-rank Approximation and Quantization Techniques," in submission to Special Issue of The Transactions of the Korean Institute of Electrical Engineering.
[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].
[CNN] J. Y. Lee, J. Y. Seo, S. J. Park, H. Lee*, "Design of Hardware Accelerator of Convolution Layer using Verilog HDL," in preparation for The Transactions of the Korean Institute of Electrical Engineers (KIEE) [Scopus].
H/W oriented Activation Function effectively to reduce the required number of bits for feature maps generated between Neural Layers.
Research grant for master's degree students, National Research Foundation of Korea, 2024 (link) (link).
[Learnable Activation Function with limited upper and lower values] "Development of a learnable activation function for optimal upper and lower values to reduce the required number of bits on memory and bus interface", in preparation for the submission of a domestic conference or an international journal
Development of Various Intelligent Systems using Various Deep Learning Networks.
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.
Implementation of Real-time Semantic Segmentation System on Embedded Computer for Autonomous Vehicle
[Preparation] 박성준, 서정윤, 이하림, "Something to implement a system," in preparation.
R²Sys-FTCP: Recognition and Recommendation System for Fitness Exercise Types and Correct Posture.
Project Experience
Intelligent High-precision GPS scheme using Deep Learning, 2022, Campus Patent Universiade.
Samsung AI Challenge (3D Metrology), 2022, DACON.
Honors and Awards
Research grant for master's degree students, National Research Foundation (NRF) of Korea, 2024 (12 million won) (link) (link).
Capstone Design Fair, "Finding and Tracking Hidden pERson with Object Detection and Face Similarity," Silver Prize, 2023.
Campus Patent Universiade, "Intelligent High-precision GPS scheme using Deep Learning," Encouragement Prize, 2022 (link).
Patents
단말기 중심 위치 측위를 위한 딥러닝 네트워크 기반 오차 보정 정보 생성 기법
박성준 (Sungjun Park)
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.
[Preparation] 박성준, 서정윤, 이하림, "Something to implement a system," in preparation.
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," in preparation for The Transactions of the Korean Institute of Electrical Engineers (KIEE) [Scopus].
[Preparation] 박성준, 이하림, "Design of Transposed Convolution Layer for Generative AI", in preparation.
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
Capstone Design Fair, "Finding and Tracking Hidden pERson with Object Detection and Face Similarity," Silver Prize, 2023.
이종윤 (Jong Youn Lee), (co-advisor)
Research Interests
Design of AI Hardware Inference using Verilog HDL.
[Full-connected Layer]서정윤, 이종윤, 박성준, 이하림, "Implementation and Evaluation of fully-connected network on Hardware using Verilog HDL," 한국정보기술학회 하계학술대회, 2024.
[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].
[Lightweight Fully-connected Network][Quantization][LRA] J. Y. Seo, J. Y. Lee, H. Lee, "Design of Lightweight Fully-connected Network in Hardware using Learning-based Low-rank Approximation and Quantization Techniques," in submission to Special Issue of The Transactions of the Korean Institute of Electrical Engineering [Scopus].
[CNN] J. Y. Lee, J. Y. Suh, S. J. Park, H. Lee*, "Design of Hardware Accelerator of Convolution Layer using Verilog HDL," in preparation for The Transactions of the Korean Institute of Electrical Engineers (KIEE) [Scopus].
Design of AI Hardware Inference on FPGA.
최혜주 (Hyeju Choi)
Research Interests
Development of Abstractive Summary System using Large-Language Model.
Programming skill set: Python, PyTorch, C++
Deep Learning Networks: Transformer, BERT, GPT, KoBART, etc.
Project Experience
N-Article Summary Recommendation System with Low Correlation, 2024, Capstone Design Fair.
Patent Trend Analysis of Natural Language based Generative AI and Establishing a Patent Strategy to alleviate Hallucination, 2023, Campus Patent Universiade.
Samsung AI Challenge (3D Metrology), 2022, DACON.
Honors and Awards
Capstone Design Fair, "TextSnack: LLM-based Abstractive Summarization System," Silver Prize, 2024.
Campus Patent Universiade, "Natural Language Model based Generative AI", Excellence Prize, 2023 (link).
Appropriate Technical Ideas, Bronze Prize, 2021.
Undergraduate Students
Alumni
Undergraduate
김영섭 (2018 학번) - 2024
Graduate
M.S. 김미선 - 2025
M.S. 최지환 - 2025