2026 ASTRA: Adaptive Spatio-Temporal Representation for Action Recognition via Importance-Guided Motion Learning Jiha Kim, Seunghyun Park, Hyunhee Park IEEE Journal of Selected Areas in Sensors Revision 1 · Under review · SCI · submitted July 2026
2026 Disocclusion Ratio as Generation Strength for Object-Centric Multi-View Augmentation from a Single Image Chaeyun Lim, Sohyeon Jang, Hyunhee Park ICT Express Under review · SCI · submitted July 2026
2026 Reliability-Aware Adaptive Contention Control for EMLSR Multi-Link Operation in IEEE 802.11bn WLANs Jiha Kim, Seunghyun Park, Hyunhee Park IEEE Transactions on Mobile Computing (TMC) Under review · SCI · submitted July 2026
2026 HealTopo: Feasibility-Preserving Self-Healing Topology Control for Low-Altitude Intelligent Networks Seohyeon Kim, Hyunhee Park IEEE Transactions on Network Science and Engineering (TNSE) — Special Issue on AI-Driven Low-Altitude Intelligent Networks Under review · SCI · submitted July 2026
2026 LyMAPPO: Lyapunov-Constrained Independent Learning for Ultra-High Reliability in Dense Multi-Band Wi-Fi Jiha Kim, Seunghyun Park, Hyunhee Park IEEE Transactions on Cognitive Communications and Networking (TCCN) Under review · SCI · submitted July 2026
2026 PhysRoute-Fi: Physically-Routed Two-Branch WiFi-CSI 3D Human Pose Estimation Jiha Kim, Seunghyun Park, Hyunhee Park ICT Express Under review · SCI · submitted July 2026
2026 STCA-ViT: Spatio-Temporal Cross-Attention Vision Transformer for Video Action Recognition Jiha Kim, Seunghyun Park, Hyunhee Park IEEE Transactions on Image Processing (TIP) Under review · SCI · submitted March 2026
2026 Noise-Adaptive Correction for Robust Graph Neural Networks in Trusted Graph Computing Hwan Kim, Jiha Kim, Seunghyun Park, Hyunhee Park Discover Computing (Springer), vol. 29, art. no. 327 SCIE · Open Access · June 2026
2026 Adaptive Point Cloud Downsampling Based on 3-D ROI Detection for Improved Perceptual Quality Chaeyun Lim, Seunghyun Park, Hyunhee Park IEEE Access, vol. 14, pp. 68039–68053 SCIE · April 2026 · NRF No. 2022R1A2C2005705, RS-2024-00469138
2025 FedWT: Federated Learning with Minimum Spanning Tree-based Weighted Tree Aggregation for UAV Networks Geonhui Kim, Jiha Kim, Yongho Kim, Hwan Kim, Hyunhee Park ICT Express, vol. 11, no. 2, pp. 275–280 SCIE · IF 4.1 · April 2025 · NRF No. 2022R1A2C2005705, RS-2024-00394475
2025 Data Division Transmission Method with Performance Analysis in Wi-Fi 7 Multi-Link Operation Byungchan Kim, Seunghyun Park, Hyunhee Park IEICE Transactions on Communications, vol. E108-B, no. 9, pp. 1052–1065 SCIE · September 2025 · NRF No. 2022R1A2C2005705
2025 FedAWT: Adaptive Federated Learning via Dynamic Epoch Adjustment for Heterogeneous Clients in Ad-hoc Networks Geonhui Kim, Seunghyun Park, Hyunhee Park Internet of Things (Elsevier), vol. 34, art. no. 101771 SCIE · IF 6.0 · November 2025 · NRF No. 2022R1A2C2005705, RS-2024-00469138
2024 Integrated Indoor Positioning Methods to Optimize Computations and Prediction Accuracy Enhancement Yongho Kim, Jiha Kim, Cheolwoo You, Hyunhee Park Computational Intelligence (Wiley), vol. 40, no. 1 SCIE · January 2024 · NRF No. 2022R1A2C2005705
2024 Dynamic Transmission and Delay Optimization Random Access for Reduced Power Consumption Jiha Kim, Yongho Kim, Seunghyun Park, Hyunhee Park IEEE Access, vol. 12, pp. 55033–55050 SCIE · April 2024 · NRF No. 2022R1A2C2005705, IITP No. 2021-0-00990
2024 Energy Optimization and Age of Information Enhancement in Multi-UAV Networks Using Deep Reinforcement Learning Jeena Kim, Seunghyun Park, Hyunhee Park Electronics Letters (IET), vol. 60, no. 20 SCIE · October 2024 · NRF No. 2022R1A2C2005705
2023 K-FL: Kalman Filter-based Clustering Federated Learning Method Hyungbin Kim, Byungchan Kim, Yongho Kim, Cheolwoo You, Hyunhee Park IEEE Access, vol. 11, pp. 36097–36105 SCIE · April 2023 · NRF No. 2022R1A2C2005705, IITP No. 2021-0-00368
2023 Q-learning을 이용한 우선순위 기반 Adaptive Slotted ALOHA 기법 김지나, 김병찬, 유철우, 박현희 한국통신학회논문지 (Journal of KICS), vol. 48, no. 3, pp. 350–358 KCI · March 2023
2022 Limited Discriminator GAN using explainable AI model for overfitting problem Jiha Kim, Hyunhee Park ICT Express, vol. 9, no. 2, pp. 241–246 SCIE · IF 4.1 · December 2022
2022 대규모 연합학습을 위한 효율적 분산 클러스터링 기법 김형빈, 김용호, 유철우, 박현희 한국통신학회논문지 (Journal of KICS), vol. 47, no. 1, pp. 198–205 KCI · January 2022
2022 Light-CAM: 임베디드 단말의 Weakly Supervised Object Localization을 위한 경량화 모델 김용호, 김지하, 박현희 한국통신학회논문지 (Journal of KICS), vol. 47, no. 8, pp. 1144–1152 KCI · August 2022
2022 Fairness-Based Multi-AP Coordination Using Federated Learning in Wi-Fi 7 Gimoon Woo, Hyungbin Kim, Seunghyun Park, Cheolwoo You, Hyunhee Park Sensors (MDPI), vol. 22, no. 24, art. no. 9776 SCIE · December 2022
2022 PIER: cyber-resilient risk assessment model for connected and autonomous vehicles Seunghyun Park, Hyunhee Park Wireless Networks (Springer), vol. 30, no. 5, pp. 4591–4605 SCIE · August 2022
2021 Combined oversampling and undersampling method based on slow-start algorithm for imbalanced network traffic Seunghyun Park, Hyunhee Park Computing (Springer), vol. 103, no. 3, pp. 401–424 SCIE · October 2021
2021 Performance Analysis of Trigger Frame under Enhanced UL and DL MU MIMO Transmissions Hyunhee Park World Wide Web Journal (Springer), vol. 24, no. 5, pp. 1533–1550 SCIE · July 2021
2020 Adaptive Backoff enabled WUR on non-Cellular local IoT for extreme low power operation Hyunhee Park Future Generation Computer Systems, vol. 108, pp. 62–67 SCIE · IF 6.2 · July 2020
2020 Anti-Malicious Attack Algorithm for Low-Power Wake-Up Radio Protocol Hyunhee Park IEEE Access, vol. 8, pp. 127581–127592 SCIE · July 2020
2019 Comparative Analysis of Optimizer Methods for Machine Learning Algorithm using Search Keyword Ad Data Hyunhee Park, Minjun Ji International Journal of Engineering & Technology, vol. 7, no. 4.39, pp. 30–36 Scopus · January 2019
2019 Land Detection Algorithm based on Hough Transform for High-Speed Self Driving Vehicles Hyunhee Park International Journal of Web and Grid Services, vol. 15, no. 3 SCIE · July 2019
2019 MLP Modeling for Search Advertising Price Prediction Hyunhee Park Journal of Ambient Intelligence and Humanized Computing (Springer), vol. 11, no. 1, pp. 411–417 SCIE · April 2019
2018 건강한 성인에서 피검사 결과와 환경적 요인에 의한 중증 우울도 데이터 예측 Hyunhee Park, Minjun Ji 한국통신학회논문지 (Journal of KICS), vol. 43, no. 8, pp. 1368–1377 KCI · August 2018
2018 GPS의 위치 정보 시스템을 활용한 자율 주행 차량의 차선 검출 구현 Hyunhee Park 한국통신학회논문지 (Journal of KICS), vol. 43, no. 7, pp. 1152–1162 KCI · July 2018
2018 TensorFlow를 활용한 검색 키워드의 최적 순위 예측 알고리즘 Hyunhee Park, Minjun Ji 한국통신학회논문지 (Journal of KICS), vol. 43, no. 8, pp. 1347–1356 KCI · August 2018
2018 Wake-up Radio-resilient Scanning Mechanism for Mobile Device in IEEE 802.11ba Hyunhee Park, Eui-Jik Kim Sensors and Materials, vol. 30, no. 12 SCIE · December 2018
2017 VoIP Capacity Analysis in Full Duplex WLANs Wonjung Kim, Taewon Song, Tae-Yoon Kim, Hyunhee Park, Sangheon Pack IEEE Transactions on Vehicular Technology, vol. 66, no. 12, pp. 11419–11424 SCIE · IF 6.1 · December 2017
2026 SEAR: 공유적 증거 이상 및 위험 탐지 — 비디오 탐지 및 다중 시간 지평 예측 통합 프레임워크 김지하, 박현희 36회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2026 소수 샘플 기반 이상 탐지에서 학습 기준 클래스에 따른 탐지 성능 비교 김용호, 박현희 36회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2026 다중 AP Wi-Fi 환경에서의 지역별 트래픽 변화에 대응하는 분산 Q-learning 기반 MAC 파라미터 적응 및 핸드오버 기법 임채윤, 박현희 36회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2026 UAV 영상 전송에서 이상 탐지 기반 중요 패치 우선 전송 구조 김서현, 박현희 36회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2026 Wi-Fi 8 동적 절전 환경에서의 에너지 효율적 동작 구성 선택 장하민, 박현희 36회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2026 QA-FedDQN: 독립 배치 다중 AP Wi-Fi 네트워크를 위한 품질 인식 적응적 연합 심층 Q-Network 김지하, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705, No. RS-2024-00469138
2026 피셔 정보량 기반의 적응형 정규화를 통한 증거 기반 딥러닝의 불확실성 추정 성능 향상 김용호, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705, No. RS-2024-00469138
2026 시계열 랜드마크 전처리와 입력 특징 확장을 이용한 Multi Encoder 구조 한국어 수어 단어 인식 장하민, 박현희 한국통신학회 동계종합학술발표대회 No. 2025-RISE-09-A15
2025 Adaptive ROI-Aware Point Cloud Downsampling for 3D Media Transmission Chaeyun Lim, Yongho Kim, Hyunhee Park International Conference on BWCCA No. 2022R1A2C2005705, No. RS-2024-00469138
2025 다축 평면 투영 기반 3D 객체 탐지를 활용한 ROI 보존형 포인트 클라우드 다운샘플링 임채윤, 박현희 6회 한국인공지능학술대회 No. RS-2024-00469138, No. 2022R1A2C2005705
2025 현장 신뢰성 향상을 위한 심각도 추정·인과 분석 통합 기반 웨이퍼 결함 및 자연어 리포트 생성 김서현, 박현희 6회 한국인공지능학술대회 No. 2022R1A2C2005705, No. RS-2025-02217793
2025 STCA-Net: Spatio-Temporal Convolutional Attention Network for Efficient Action Recognition in Videos Jiha Kim, Hyunhee Park International Conference on IMIS No. 2022R1A2C2005705
2025 Preliminary Analysis of Query Embedding Visualization in a PROB-Based Framework for Open-World Object Detection Yongho Kim, Hyunhee Park International Conference on IMIS No. 2022R1A2C2005705
2025 Wi-Fi CSI 기반 일인칭 시점에서의 3D 자세 추정 아이디어 제안 임채윤, 박현희 35회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2025 Blur 기반 Attentive Pooling을 적용한 저해상도 얼굴 표정 인식 김서현, 박현희 35회 JCCI No. 2022R1A2C2005705, No. RS-2024-00469138
2025 Open-World Object Detection을 위한 확률적 객체성 기반 Unknown 객체 자동 레이블링 기법 제안 김용호, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705, No. RS-2024-00469138
2025 이기종 클라이언트 간 분산 연합학습을 위한 계층화를 통한 모델 집계 기법 김건희, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705, No. RS-2024-00469138
2025 그래프 신경망을 활용한 멀티 센서 데이터의 노이즈 및 중복 탐지 김환, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705, No. RS-2024-00469138
2025 CBAM-YOLO11pico: 스마트폰 및 VR/AR 디바이스에서의 실시간 객체 탐지를 위한 초경량 모델 제안 임채윤, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705
2024 Multi-Link/Multi-AP Coordination based Joint Transmission for Seamless Roaming in IEEE 802.11bn (Wi-Fi 8) Jiha Kim, Hyunhee Park International Conference on BWCCA No. 2022R1A2C2005705, No. 2021-0-00990
2024 일상 생활에서의 XR/AI 기술 활용을 위한 MR 기반 인공지능 컴패니언 콘텐츠 개발 임채윤, 장소현, 박현희 한국통신학회 추계종합학술발표대회 No. 2022R1A2C2005705
2024 면접 코칭을 위한 전이학습 기반 표정 인식 모델: 사전학습 모델과 DenseNet의 결합을 통한 Grad-CAM 시각화 김서현, 박현희 한국통신학회 추계종합학술발표대회 No. 2022R1A2C2005705
2024 자율주행을 위한 Unknown Object Detection 연구동향: Multi-Modal 접근과 불확실성 인식 기법 김지하, 박현희 34회 JCCI No. 2022R1A2C2005705, No. 2021-0-00990
2024 최소 신장 트리를 이용한 UAV 기반 분산 연합학습 집계 전략 김건희, 박현희 한국통신학회 동계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00990
2023 Enhancing Image Classification and Explainability with Object Isolation and Background Randomization Yongho Kim, Hyunhee Park International Conference on BWCCA No. 2022R1A2C2005705
2023 Optimization of Reinforcement Learning-Based Backoff Indicator for 5G NR Random Access Procedure Jiha Kim, Cheolwoo You, Hyunhee Park International Conference on ICTC No. 2022R1A2C2005705, No. 2021-0-00368
2023 UAV를 활용한 통합 시맨틱 객체 인식 기반 도로 밀집도 이상 영역 탐지 김환, 김지하, 박현희 한국통신학회 추계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00990
2023 Age of Information을 최소화하기 위한 재난 환경 모니터링 기반 UAV 간 스케줄링 기법 김지나, 박현희 한국통신학회 하계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00368
2023 Wi-Fi 7 MLA에서 Legacy Device를 고려한 데이터 분할 전송 기법의 성능 분석 김병찬, 박현희 한국통신학회 하계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00990
2023 수직 및 수평 필터를 활용한 이중 생성자 구조를 통한 GAN의 이미지 생성 품질 향상 김지하, 박현희 한국통신학회 하계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00990
2023 SISE의 연산량 감소를 위한 다양한 attribution mask compress 기법 제안 및 성능 비교 김용호, 박현희 33회 JCCI No. 2022R1A2C2005705, No. 2021-0-00368
2023 Wi-Fi 7에서 Multi-Link Operation을 활용한 DCF의 성능 분석 김병찬, 박현희 33회 JCCI No. 2022R1A2C2005705, No. 2021-0-00368
2023 보상 최대화를 위한 Deep Q-Network 기반 Adaptive Slotted ALOHA 기법 김지나, 박현희 한국통신학회 동계종합학술발표대회 No. 2021-0-00990, No. 2021-0-00368
2023 Wi-Fi 7 MLA에서 Tri-band 특성에 따른 데이터 분할 전송 기법 성능 분석 김병찬, 박현희 한국통신학회 동계종합학술발표대회 No. 2021-0-00990, No. 2021-0-00368
2023 5G mMTC 환경에서 2-pair UE NOMA를 이용한 sectorization 랜덤 액세스 절차의 성능 비교 김지하, 박소민, 김용호, 유철우, 박현희 한국통신학회 동계종합학술발표대회 No. 2021-0-00990, No. 2021-0-00368
2022 Hierarchical Output Model of CNN Learning using Multi Label Datasets Jiha Kim, Agostinho António José, Jeena Kim, Yongho Kim, Hyunhee Park International Conference on IMIS No. 2022R1A2C2005705
2022 Performance Analysis of HARQ in 2-step RACH Procedure using Markov Chain Model Byungchan Kim, Hyunhee Park International Conference on BWCCA No. 2022R1A2C2005705, No. 2021-0-00368
2022 Adaptive Deep Multi-User Q-learning for Random Access in mMTC Networks Agostinho António José, Hyungbin Kim, Hyunhee Park 한국통신학회 하계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00368
2022 단말의 활성화 상태를 고려한 Q-learning 기반의 Adaptive Slotted ALOHA 기법 김지나, 박현희 한국통신학회 하계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00368
2022 2-step RACH 과정을 위한 재전송 기반 HARQ의 Markov Chain 모델 김병찬, 박현희 한국통신학회 하계종합학술발표대회 No. 2022R1A2C2005705, No. 2021-0-00368
2022 SDN에서 OVS 대기행렬을 고려한 Q-learning 기반 서비스별 라우팅 기법 우기문, 박현희 한국통신학회 동계종합학술발표대회 No. 2021-0-00990, No. 2021-0-00368
2022 CAM의 IoU 정확도 개선을 위한 재학습 기반 Discriminative Localization 김용호, 박현희 한국통신학회 동계종합학술발표대회 No. 2021-0-00990, No. 2021-0-00368
2022 Multi-Link Operation의 Internal Interference를 위한 적응적 Contention Window 기법 김지하, 김병찬, 박현희 한국통신학회 동계종합학술발표대회 No. 2021-0-00368, No. 2021-0-00990
2021 Reducing Model Cost Based on the Weights of Each Layer for Federated Learning Clustering Hyungbin Kim, Yongho Kim, Hyunhee Park International Conference on ICUFN No. 2019R1F1A1060742, No. 2021-0-00990
2021 OA-GAN: Overfitting Avoidance Method of GAN Oversampling based on xAI Jiha Kim, Hyunhee Park International Conference on ICUFN No. 2019R1F1A1060742, No. 2021-0-00990
2021 Reduced CNN Model for Face Image Detection with GAN Oversampling Jiha Kim, Hyunhee Park International Conference on IMIS No. 2019R1F1A1060742
2021 CAM의 바운딩 박스 IoU 개선을 위한 Background Remove-Average Class Activation Map 기법 제안 김용호, 박현희 한국통신학회 추계종합학술발표대회 No. 2021-0-00368
2021 사용자별 가중치 표준 편차를 활용한 Federated Learning 성능 향상 기법 김형빈, 김용호, 우기문, 김지하, 박현희 한국통신학회 하계종합학술발표대회 No. 2021-0-00368
2021 NHANES 데이터를 이용한 생활 패턴 기반의 우울증 예측 머신러닝 기법 김용호, 김지하, 우기문, 김형빈, 박현희 한국통신학회 하계종합학술발표대회 No. 2021-0-00990
2021 GAN Data Augmentation을 위한 검증 및 설명 가능한 VX-GAN (Validation and eXplainable GAN) 모델 김지하, 박현희 한국통신학회 하계종합학술발표대회 No. 2021-0-00990
2020 Performance Comparison of Multi-Class SVM with Oversampling Methods for Imbalanced Data Classification Seunghyun Park, Hyunhee Park International Conference on BWCCA
2019 Securing Wake-up Radio: RSA Algorithm for Denial-of-Sleep (DoSL) Attack Hyunhee Park International Conference on Future ICT
2019 Classifying Serious Depression based on Blood Test: A Machine Learning Approach Hyunhee Park International Conference on IMIS
2019 Malicious Adware Detection on Android Platform using Dynamic Random Forest Kyungmin Lee, Hyunhee Park International Conference on IMIS
2019 Robust Road Lane Detection for High Speed Driving of Autonomous Vehicles Hyunhee Park International Conference on AINA
2018 Passive Neighbor Discovery with Scanning Mechanism for Mobile Ad hoc Devices in WUR Networks Hyunhee Park International Conference on BWCCA
2018 Prediction Model of Optimal Bid Price Based on Keyword Auction Data through Machine Learning Algorithms Minjun Ji, Hyunhee Park International Workshop on FINGNet Best Paper Award
2018 Implementation of Lane Detection Algorithm for Self-Driving Vehicles using TensorFlow Hyunhee Park International Conference on IMIS