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Action Recognition/Detection
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Abnormal Behavior Detection System
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Domain Adaptation/Generalization
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Task Planning for Embodied Agent
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Task Planning
2024
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one paper accecpted @Sustainable Cities and Society
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one paper accecpted @Expert Systems With Applications
2023
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23.10.09 국제 특허(중국) 1건 출원
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23.10.02 국제 특허(미국) 1건 출원
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23.05.17 국내 특허 1건 출원
2022
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22.12.21 KISA CCTV 공인인증 7항목 동시 획득 성공(최초) ETRI-AIR, ETRI-AIR2
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22.05.17 국내 특허 1건 출원
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APPARATUS AND METHOD FOR INTEGRATED ANOMALY DETECTIONAPPARATUS AND METHOD FOR INTEGRATED ANOMALY DETECTION, CHINA, 출원 (23.10.08)
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APPARATUS AND METHOD FOR INTEGRATED ANOMALY DETECTIONAPPARATUS AND METHOD FOR INTEGRATED ANOMALY DETECTION, US, 출원 (23.10.02)
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통합형 이상 상황 탐지 방법 및 장치통합형 이상 상황 탐지 방법 및 장치, 출원 (23.05.17)
2024
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Hyungmin Kim,Hobeom Jeon, Dohyung Kim*, and Jaehong Kim, "Elevating Urban Surveillance: A Deep CCTV Monitoring System for Detection of Anomalous Events via Human Action Recognition.", Sustainable Cities and Society, Elsevier, 2024. (IF 11.7 @ 2023)
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Hobeom Jeon, Hyungmin Kim, Dohyung Kim*, and Jaehong Kim, "PASS-CCTV: Proactive Anomaly surveillance system for CCTV footage analysis in adverse environmental conditions.", Expert Systems With Applications, Elsevier, 2024. (IF 8.5 @ 2023)
2023
- Kim, Hyungmin, et al. "A simple baseline for domain generalization of action recognition and a realistic out-of-domain scenario.", 2023 20th International Conference on Ubiquitous Robots (UR). 2023.
2022
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Hobeum jeon, Hyungmin Kim, Dohyung Kim*, Jaehong Kim, "Zero-shot Fire And Arson Detection Using Textual Descriptions.", International Conference on ICT Convergence (ICTC), 2022.
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Hyungmin Kim et al., "Lightweight framework for the violence and falling-down event occurrence detection for surveillance videos.", International Conference on ICT Convergence (ICTC), 2022.
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김형민 외., "일상 행동 분류를 위한 멀티 모달 행동 인식 모델 특징맵 융합 방법", 정보기술융합공학논문지
2021
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Hyungmin Kim et al., "Various-Level Spatio-Temporal Alignment for Cross-Domain Action Recognition.", International Conference on Robot Intelligence Technology Applications (RiTA), 2021, pp.323-335.
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Hyungmin Kim et al., "Learning Multi-modal Attentional Consensus in Action Recognition for Elderly-Care Robots.", 2021 18th International Conference on Ubiquitous Robots (UR), 2021, pp.308-313
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김형민 외, "서비스 로봇을 위한 멀티 모달 주의 융합 기반 행동 인식.", 한국로봇종합학회(KROC) 특별세션., 2021.
- 2020.09 ~ current : UST student researcher, Electronics and Telecommunications Research Institute(ETRI).
- 2020.01 ~ 2020.02 : Student Intern, Electronics and Telecommunications Research Institute(ETRI).
- 2022.09 ~ current : Phd. candidate, Artificial Intelligence, Korea National University of Science and Technology (UST).
- 2020.09 ~ 2022.09 : Master degree, Artificial Intelligence, Korea National University of Science and Technology (UST).
- 2013.03 ~ 2020.02 : Bachelor degree, Mechatronics, Tech University of Korea(TUKorea).
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기술이전 누계액 : 1억원
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2024.08.17. 지능형 영상 감시를 위한 휴먼 이상 행동 인식 기술, 5000 만원
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2024.08.12. 지능형 영상 감시를 위한 휴먼 이상 행동 인식 기술, 5000 만원
2021.09 ~ 2022.12
This project is performed for the KISA Intelligence CCTV Certification
Violence
Falldown
Loitering
Intrusion