Hi There. :)

Introduction

My name is Hyeon Jin Jung:)

My research field is lightweight deep learning and security for AI.

Now, I am Ph.D / M.S course in Yonsei University! (2024.02 ~ )

Total SCI Paper: 4

Total International Confernece Paper: 1

Jeong,H. J., Lee, H. J., & Choi, S. H. (2026). Streamlined Knowledge Distillation. Computer Vision and Pattern Recognition (CVPR) 2026 [Conference]

Kim, G, N., Lee, H. J., Lee, H. J., Jeong, H. J., & Choi, S. H. (2025). AB-VIP: Attack Method using Brightness information for Visibility Improvement of adversarial Perturbations on the NMS algorithm. IEEE Access [SCI]
Jeong, H. J., Lee, H. J., Kim, G. N., & Choi, S. H. (2025). Self-MCKD: Enhancing the Effectiveness and Efficiency of Knowledge Transfer in Malware Classification. Electronics. [SCI]

Kim, T. W., Lee, H. J., Jung, H. J., Yang, J. W., & Hong, E. J. (2024). SST-GCN: The Sequential based Spatio-Temporal Graph Convolutional networks for Minute-level and Road-level Traffic Accident Risk Predictio. arXiv e-prints, arXiv-2405. [SCI]
Yang, J. W., Jung, H. J., Kim, T. W., Lee, H. J., & Hong, E. J. (2024). Predicting traffic accident risk in Seoul metropolitan city: a dataset construction approach. IEEE Access. [SCI]

Total KCI Paper : 6

Total Domestic Conference Paper : 7

Hyeon-Jin Jeong, Kwang-Nam Kim, Han-Ju Lee, Han-Jin Lee and Seok-Hwan Choi "NSL-MHA : Proposing an Adversarial Training Method for Cloud Anomaly Detection Model", Journal of Korean Institute of Intelligent Systems (JKIIS), Aug. 2024 [KCI]
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, and Ellen J. Hong "Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze", Journal of The Korea Society of Computer and Information, Aug. 2024 [KCI]
Tae-Wook Kim, Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee and Ellen J Hong "Driver Group Clustering Technique and Risk Estimation Method for Traffic Accident Prevention", Journal of The Korea Society of Computer and Information, Aug. 2024 [KCI]

Hyeon-Jin Jeong, Seok-Won Hong, Jin-Seong Kim, and Seok-Hwan Choi, "Cloud Anomaly Detection Method Using 1-D STM Block-based CNN Model", Journal of Korean Institute of Intelligent Systems (JKIIS), Feb. 2024. [KCI]

Hyeon-Jin Jung, Seok-Won Hong, Jin-Seong Kim, Seok-Hwan Choi, "Stacking CNN을 활용한 클라우드 시스템 내 이상 탐지 모델", 한국지능시스템학회 [Conference]
Hyeon-Jin Jung, Ji-Woong Yang, Ellen J. Hong, "Spatiotemporal Feature-based LSTM-MLP Model for Predicting Traffic Accident Severity", 융합신호처리학회 [KCI]
Han-Jin Lee, Hyeon-Jin Jung, Ellen J. Hong, "LSTM을 활용한 도로 수준의 교통사고 위험 예측", 융합신호처리학회 [Conference]

Tae-Wook Kim, Hyeon-Jin Jung, Ellen J. Hong, "HSE Block : SE Block을 활용한 합성곱 신경망 필터 수 자동 최적화", 융합신호처리학회 [KCI]
Hyeon-Jin Jung, Han-Jin Lee, Ellen J. Hong, "교통사고 위험예측 모델 개발을 위한 기상데이터와 POIs의 상관관계에 관한 연구", 융합신호처리학회 [Conference]
Tae-Wook Kim, Hyeon-Jin Jung, Ellen J. Hong, "SE Block을 활용한 합성곱 신경망 필터 수 자동 최적화에 대한 연구", 융합신호처리학회 [Conference]

Hyeon-Jin Jung, Han-Jin Lee, Jin-Hyeon Park, Gyu-Rim Noh, "unknown", 한국관광협회 [Conference]
Hyeon-Jin Jung, Hyun-Mo Jung, Ellen J. Hong, "SE Block을 활용한 딥러닝 모델 성능 향상 비교", 한국인공지능융합기술학회 [Conference]
Hyeon-Jin Jung, Ellen J. Hong, "얼굴 표정 기반 감정 분석을 위한 딥러닝 모델 비교", 한국인공지능융합기술학회 [Conference]

Total Developed Softwares : 2

Total Patents : 1

Hyeon-Jin Jeong, Jae-hwan Jeong, Seok-Hwan Choi "Sentinel-Guided Learning Framework for Privacy Preserving?", Yonsei University, [Software]
Hyeon-Jin Jeong, "Apparatus of malware detection?", Yonsei University [Patent]

Hyeon-Jin Jeong, Seok-won Hong, Seok-Hwan Choi "Zero-Copy Network Packet & Log Collection and Monitoring Tool?", Yonsei University [Software]

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