Selected Publications
[CVPR] Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains (Video)
[UbiComp] MIRROR: Towards Generalizable On-device Video Virtual Try-on for Mobile Shopping (Video)
[IPSN] PointSplit: Towards On-device 3D Object Detection with Heterogenous Low-power Accelerators (Video)
[ICCV] UpCycling: Semi-supervised 3D Object Detection without Sharing Raw-level Unlabeled Scenes (Video)
[ECCV] Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach (Video)
[IPSN] ScriptPainter: Vision-based, On-device Test Script Generation for Mobile Systems (Video)
[SenSys] MARVEL: Enabling Mobile Augmented Reality with Low Energy and Low Latency (Video)
[UbiComp] SnapLink: Fast and Accurate Vision-Based Appliance Control in Large Commercial Buildings
[Security] WAVE: A Decentralized Authorization Framework with Transitive Delegation (Video)
[SenSys, Best Paper Runner-up] System Architecture Directions for Post-SoC/32-bit Networked Sensors
[NSDI, Applied Networking Research Prize, Industry standard Thread] Performant TCP for Low-Power Wireless Networks (Video)
[INFOCOM] Harmony: Saving Concurrent Transmissions from Harsh RF Interference
[INFOCOM] OST: On-Demand TSCH Scheduling with Traffic-awareness
[IPSN] BLEX: Flexible Multi-connection Scheduling for Bluetooth Low Energy (Video)
[IPSN] A3: Adaptive Autonomous Allocation of TSCH Slots (Video)
Journals & Conferences (* corresponding author, ^equal contribution)
Explainable Vision Transformer for Automatic Visual Sleep Staging on Multimodal PSG Signals
Hyojin Lee^, You Rim Choi^, Hyun Kyung Lee^, Jaemin Jeong, Joopyo Hong, Hyun-Woo Shin*, and Hyung-Sin Kim*
npj Digital Medicine (IF Top 4% in Medical Informatics) [video]
Yujin Shin, Kichang Lee, Sungmin Lee, You Rim Choi, Hyung-Sin Kim*, JeongGil Ko*
ACM SenSys, Nov. 2024 (Acceptance ratio: 18.5%)
A Revisit to the Decoder for Camouflaged Object Detection
Seung Woo Ko^, Joopyo Hong^, Suyoung Kim^, Seungjai Bang^, Sungzoon Cho, Nojun Kwak, Hyung-Sin Kim*, and Joonseok Lee*
BMVC, Nov. 2024 (Acceptance ratio: 25.9%)
Dongsig Kang, Eunsu Baek, Sungwook Son, Youngki Lee, Taesik Gong, and Hyung-Sin Kim*
ACM UbiComp, Oct. 2024 (also published in ACM IMWUT vol. 7, no. 4, Dec. 2023) [video]
Eunsu Baek, Keondo Park, Ji-yoon Kim, and Hyung-Sin Kim*
CVPR, June 2024 (Acceptance ratio: 23.6%) [video]
Sunwook Hwang, Youngseok Kim, Seongwon Kim, Saewoong Bahk*, and Hyung-Sin Kim*
ICCV, Oct. 2023 (Acceptance ratio: 26.2%) [video]
Keondo Park, You Rim Choi, Inhoe Lee, and Hyung-Sin Kim*
ACM/IEEE IPSN, May 2023 (Acceptance ratio: 26.5%) [video]
Sungwook Son, Ahreum Seo, Gyeongseon Eo, Kwangyeon Gill, Taesik Gong, and Hyung-Sin Kim*
Sensors, vol. 23, no. 7, Mar. 2023 (Invited paper)
Jaehun Song, Minhwan Oh, and Hyung-Sin Kim*
IEEE Access, Nov. 2022
Jiseok Yoon, Jaehun Song, Hyung-Sin Kim*, and Saewong Bahk*
ECCV, Oct. 2022 (Acceptance ratio: 28%) [video]
Myungsup Lee, Taeseop Lee, Hyung-Sin Kim*, and Saewoong Bahk*
Journal of Communications and Networks, Aug. 2022.
Jeongjun Park, Hongchan Kim, Hyung-Sin Kim*, and Saewoong Bahk*
IEEE Access, June 2022
Hongchan Kim, Hyung-Sin Kim*, and Saewoong Bahk*
Journal of Communications and Networks, June 2022
Yousung Choi, Ahreum Seo, and Hyung-Sin Kim*
ACM/IEEE IPSN, May 2022 (Acceptance ratio: 30.1%) [video]
Hyung-SIn Kim, Jeongyeup Paek, and Saewoong Bahk
Journal of Communications and Networks, vol. 23, no. 3, pp. 201-211, June 2021
Eunjeong Park, Hyung-Sin Kim*, and Saewoong Bahk*
ACM/IEEE IPSN, Apr. 2021 (Acceptance ratio: 24.8%) [video]
Seohyang Kim, Hyung-Sin Kim, and Chongkwon Kim
ACM/IEEE IPSN, Apr. 2021 (Acceptance ratio: 24.8%) [video]
Hyunjoong Lee, Hyung-Sin Kim, and Saewoong Bahk
IEEE WCNC, Mar. 2021
Eunjeong Park, Myung-sup Lee, Hyung-Sin Kim*, and Saewoong Bahk*
Computer Networks, Aug. 2020. (IF Top 15% in Computer Science: Hardware & Architecture)
Xiaoyuan Ma, Pelin Zhang, Carlo Alberto Boano, Ye Liu, Hyung-Sin Kim, Jun Huang, and Jianming Wei
IEEE INFOCOM, July 2020 (Acceptance ratio: 19.8%)
Seongbeom Jeong, Hyung-Sin Kim*, Jeongyeup Paek, and Saewoong Bahk*
IEEE INFOCOM, July 2020 (Acceptance ratio: 19.8%)
Hanul Sung, Jiwoo Bang, Chunyong Kim, Hyung-Sin Kim, Alexander Sim, Glenn K. Locckwood, and Hyeongsang Eom
IEEE/ACM CCGrid, Nov. 2020
Hyung-Sin Kim, Jeongyeup Paek, David E. Culler, and Saewoong Bahk
ACM Transactions on Sensor Networks, vol. 16, no. 2, pp. 14:1-14:32, Mar. 2020
Atis Elst, Seohyang Kim, Hyung-Sin Kim, and Chongkwon Kim
IEEE Access, Mar. 2020
Sam Kumar, Michael P Andersen, Hyung-Sin Kim, and David E. Culler
NSDI, Feb. 2020 (Acceptance ratio: 17%, Applied Networking Research Prize, Included in Thread standard v1.3)
Jinwoo Ock, Hongchan Kim, Hyung-Sin Kim, Jeongyeup Paek, and Saewoong Bahk
IEEE Access, vol. 7, Nov. 2019
Seoungbeom Jeong, Jeongyeup Paek, Hyung-Sin Kim, and Saewoong Bahk
IEEE Access, vol. 7, Sep. 2019
Michael P Andersen, Sam Kumar, Moustafa AbdelBaky, Gabe Fierro, John Kolb, Hyung-Sin Kim, David E. Culler, and Raluca Ada Popa
Security, Aug. 2019 (Acceptance ratio: 19%)
Hyung-Sin Kim, Sam Kumar, and David E. Culler
IEEE Communications Magazine, July 2019 (IF Top 6% in Electrical & Electronic Engineering)
Seohyang Kim, Hyung-Sin Kim, and Chong-Kwon Kim
ACM/IEEE IPSN, Apr. 2019 (Acceptance ratio: 27%) [slide]
Taewon Suh, Hyung-Sin Kim, Jeonggil Ko, Vishag Badrinarayanan, and Saewoong Bahk
Journal of Information Technology Management, vol. XXIX, no. 4, pp. 23-38, Dec. 2018
Hyung-Sin Kim, Michael P Andersen, Kaifei Chen, Sam Kumar, William J. Zhao, Kevin Ma, and David E. Culler
ACM SenSys, Nov. 2018 (Acceptance ratio: 15%) (Best Paper Runner-up) [slide]
Kaifei Chen, Tong Li, Hyung-Sin Kim, David E. Culler, and Randy Katz
ACM SenSys, Nov. 2018 (Acceptance ratio: 15%) [slide]
Kaifei Chen, Jonathan Furst, John Kolb, Hyung-Sin Kim, Xin Jin, David E. Culler, and Randy H. Katz
ACM UbiComp, Oct. 2018 (also published in PACM IMWUT, vol. 1, no. 4, article 129, Dec. 2017)
Seungbeom Jeong, Eunjeong Park, Dongyeon Woo, Hyung-Sin Kim, Jeongyeup Paek, and Saewoong Bahk
Journal of Communications and Networks, vol 20, no. 4, Aug. 2018
Daeho Kang, Hyung-Sin Kim, Changhee Joo, and Saewoong Bahk
Computer Networks, vol. 131, pp. 52-64, Feb. 2018 (IF Top 15% in Computer Science: Hardware & Architecture)
Dong-Kyu Kang, Hyung-Sin Kim, and Saewoong Bahk
IEEE GLOBECOM, Dec. 2017
Hyung-Sin Kim, Jeonggil Ko, David E. Culler, and Jeongyeup Paek
IEEE Communications Surveys & Tutorials, vol. 19, no. 4, pp. 2502-2525, Nov. 2017 (IF Top 0.2% in Computer Science: Information Systems)
Hyung-Sin Kim, Hosoo Cho, Hongchan Kim, and Saewoong Bahk
Computer Networks, vol. 126, no. 24, pp. 150-161, Oct. 2017 (IF Top 15% in Computer Science: Hardware & Architecture)
Hyung-Sin Kim, Jeongyeup Paek, David E. Culler, and Saewoong Bahk
IEEE DCoSS, pp. 99-108, June 2017 (Best Paper Runner-up). [slide]
Taeseop Lee, Jonghun Han, Myung-Sup Lee, Hyung-Sin Kim, and Saewoong Bahk
IEEE SECON, June 2017 (Acceptance ratio: 26%)
Hyung-Sin Kim, JeongGil Ko, and Saewoong Bahk
IEEE Communications Magazine, vol. 55, no. 5, pp. 34-41, May 2017 (IF Top 6% in Electrical & Electronic Engineering)
Hyung-Sin Kim, Hongchan Kim, Jeongyeup Paek, and Saewoong Bahk
IEEE Transactions on Mobile Computing, vol. 16, no. 4, pp. 964-979, Apr. 2017 (IF Top 5% in Computer Science: Information Systems)
Jeongyoon Heo, Hyung-Sin Kim, Okhwan Lee and Saewoong Bahk
ICTC, Oct. 2016
Hyung-Sin Kim, Myung-Sup Lee, Young-June Choi, JeongGil Ko, and Saewoong Bahk
ACM Transactions on Sensor Networks, vol. 12, no. 4, pp. 34:1-34:25, Sep. 2016
Taeseop Lee, Myung-Sup Lee, Hyung-Sin Kim, and Saewoong Bahk
IEEE SECON, June 2016 (Acceptance ratio: 26%)
Seungbeom Jeong, Hyung-Sin Kim, Sung-Guk Yoon, and Saewoong Bahk
IEEE Communications Letters, vol. 20, no. 4, pp. 812-815, Apr. 2016
Hyung-Sin Kim, Heesu Im, Myung-Sup Lee, Jeongyeup Paek, and Saewoong Bahk
Journal of Communications and Networks, vol. 17, no. 6, pp. 647-655, Dec. 2015
Hyung-Sin Kim, Hosoo Cho, Myung-Sup Lee, Jeongyeup Paek, JeongGil Ko, and Saewoong Bahk
ACM SenSys, Nov. 2015 (Acceptance ratio: 20%) [slide] [presentation]
Minghong Lin, Hyung-Sin Kim, and Saewoong Bahk
ICTC, Oct. 2015
Hyung-Sin Kim, Jeongyeup Paek, and Saewoong Bahk
IEEE SECON, June 2015 (Acceptance ratio: 28%)
Hyung-Sin Kim, Jae-Seok Bang, and Yong-Hwan Lee
Computer Networks, vol. 70, pp. 288-301, Sep. 2014 (IF Top 15% in Computer Science: Hardware & Architecture)
Taeseop Lee, Sangkyu Park, Hyung-Sin Kim, and Saewoong Bahk
Computer Networks, vol. 70, pp. 142-153, Sep. 2014 (IF Top 15% in Computer Science: Hardware & Architecture)
Taeseop Lee, Hyung-Sin Kim, Sangkyu Park, and Saewoong Bahk
IEEE ICC, June 2014
Hyunjoong Lee, Hyung-Sin Kim, and Saewoong Bahk
IEEE ICC, June 2014
Hyung-Sin Kim, Young-June Choi, and Saewoong Bahk
IEEE ICC, June 2014
Fault-tolerant Resource Allocation in Multi-hop Wireless Sensor Networks
Jae-Seok Bang, Jin-Seok Han, Hyung-Sin Kim, and Yong-Hwan Lee
IEEE WCNC, Apr. 2014
Hyung-Sin Kim, Seung-Hwan Lee, and Yong-Hwan Lee
Wireless Personal Communications, vol. 73, no. 3, pp. 563-585, Nov. 2013
Alleviation of Contention Collision in IEEE 802.15.4 Networks
Tae-Hoon Kim, Jin-Seok Han, Hyung-Sin Kim, and Yong-Hwan Lee
IEEE WCNC, Apr. 2013
Reduced CSMA/CA Collision in IEEE 802.15.4 Networks
Tae-Hoon Kim, Jin-Seok Han, Hyung-Sin Kim, and Yong-Hwan Lee
ICEIC, Feb. 2013
Hee-Nam Cho, Hyung-Sin Kim, and Yong-Hwan Lee
Wireless Personal Communications, vol. 67, no. 4, pp. 937-950, Dec. 2012
Traffic Handling Using Hybrid MAC in IEEE 802.15.4 Networks
Jae-Seok Bang, Hyung-Sin Kim, and Yong-Hwan Lee
IEEE ACSSC, Nov. 2012
Distributed Scalable Network Association in Wireless Sensor Networks
Hyung-Sin Kim, Jin-Seok Han, Jae-Seok Bang, and Yong-Hwan Lee
IEEE iThings, Oct. 2012
Jin-Seok Han, Hyung-Sin Kim, Tae-Hoon Kim, and Yong-Hwan Lee
APCC, Oct. 2012
Seung-Hwan Lee, Hyung-Sin Kim, and Yong-Hwan Lee
IEEE Transactions on Wireless Communications, vol. 11, no. 4, pp. 1249-1254, Apr. 2012 (IF Top 4% in Electrical & Electronic Engineering)
Seung-Hwan Lee and Hyung-Sin Kim
Wireless Personal Communications, vol. 63, no. 4, pp. 895-916, Apr. 2012
Hyung-Sin Kim, Jin-Seok Han, and Yong-Hwan Lee
IEEE WisNet, Jan. 2012 (Best Paper Runner-up)
Jin-Seok Han, Hyung-Sin Kim, Jae-Seok Bang, and Yong-Hwan Lee
IEEE GLOBECOM, Dec. 2011
Jin-Seok Han, Seung-Hwan Lee, Hyung-Sin Kim, and Yong-Hwan Lee
IEEE WCNC, Mar. 2011
Seung-Hwan Lee, Hyung-Sin Kim, and Yong-Hwan Lee
European Transactions on Telecommunications, vol. 22, no. 1, pp. 51-60, Jan. 2011
Hyung-Sin Kim, Seung-Hwan Lee, and Yong-Hwan Lee
IEEE TENCON, Nov. 2010
Seung-Hwan Lee, Hyung-Sin Kim, and Yong-Hwan Lee
UKC, Aug. 2010
Hyung-Sin Kim, Seung-Hwan Lee, and Yong-Hwan Lee
IEEE ICC, May 2010
Hyung-Sin Kim, Seung-Hwan Lee, and Yong-Hwan Lee
IEEE ICACT, Feb. 2010
Workshops/Posters/Demos
Hyojin Lee, You Rim Choi, Hyun Kyung Lee, Jaemin Jeong, Joopyo Hong, Hyung-Sin Kim, and Hyun-Woo Shin, "Clinicians "See" the Waveforms: A Computer Vision Approach for Interpretable Automatic Sleep Staging," Sleep Europe, Sep. 2024. [video] (Oral, Acceptance ratio: 9.4%)
Joopyo Hong, Kunmin Jang, Hyojin Lee, Hyun-Woo Shin, and Hyung-Sin Kim*, "Deep Learning based Obstructive Sleep Apnoea Detection with Visual Explanations," Sleep Europe, Sep. 2024.
You Rim Choi, Gyeongseon Eo, Wonhyuck Yoon, Hyojin Lee, Hamin Jang, Dongyoon Kim, Hyunwoo Shin, and Hyung-Sin Kim, "Home-based, On-Device Non-invasive Obstructive Sleep Apnea Monitoring with Infrared Video," ACM MobiSys, June 2024. (Best Poster Award)
Donha Ahn, Dong-Sig Kang, Eunsu Baek, and Hyung-Sin Kim, "On-Device Video Virtual Try-On for Mobile Shopping," ACM MobiSys, June 2024. [demo video] (People's Choice Demo Runner-up Award)
You Rim Choi, Gyeongseon Eo, Wonhyuck Yoon, Hyojin Lee, Haemin Jang, Dongyoon Kim, Hyunwoo Shin, and Hyung-Sin Kim, "SlAction: Non-intrusive, Lightweight Obstructive Sleep Apnea Detection using Infrared Video," ICCV workshop on Computer Vision for Automated Medical Diagnosis, Oct. 2023.
Hongchan Kim, Jiseok Youn, Hyung-Sin Kim, Sung-Guk Yoon, and Saewoong Bahk, "Mobility Enhanced RPL for General Mobility Scenarios," IEEE Wireless Communications and Networking conference (IEEE WCNC'20), May 2020.
Sam Kumar, Michael P Andersen, Hyung-Sin Kim, and David E. Culler, "Bringing Full-Scale TCP to Low-Power Networks," ACM SenSys, Nov. 2018.
Carlo Alberto Boano, Simon Duquennoy, Anna Förster, Omprakash Gnawali, Romain Jacob, Hyung-Sin Kim, Olaf Landsiedel, Ramona Marfievici, Luca Mottola, Gian Pietro Picco, Xavier Vilajosana, Thomas Watteyne, and Marco Zimmerling, "IoTBench: Towards a Benchmark for Low-power Wireless Networking," Workshop on Benchmarking Cyber-Physical Networks and Systems (CPSBench 2018), Apr. 2018.
Jonathan Fürst, Kaifei Chen, Hyung-Sin Kim, and Philippe Bonnet, "Evaluating Bluetooth Low Energy for IoT," Workshop on Benchmarking Cyber-Physical Networks and Systems (CPSBench 2018), Apr. 2018.
Michael P Andersen, Hyung-Sin Kim, and David E. Culler, "Hamilton: A Cost-Effective, Low Power Networked Sensor for Indoor Environment Monitoring," ACM BuildSys, Nov. 2017.
Hyung-Sin Kim, Jeongyeup Paek, and Saewoong Bahk, "Transmission Power Control in IPv6 Routing Protocol for Low-Power Wireless Network," ACM SenSys, Nov. 2016.
Taeseop Lee, Hyung-Sin Kim, Myung-Sup Lee, and Saewoong Bahk, "RPL over Bluetooth Low Energy," ACM SenSys, Nov. 2015.
Hyung-Sin Kim, Jae-Seok Bang, and Yong-Hwan Lee, "Distibuted Multi-Hop Network Association in Large-Scale Wireless Sensor Networks," IEEE International Conference on Distributed Computing Systems Workshop (IEEE ICDCSW'13), July 2013. (acceptance ratio: 26%)
Patents
Jiseok Youn, Jaehun Song, Hyung-Sin Kim, and Saewoong Bahk, "Method for bitwidth-adaptive quantization-aware training based on meta-learning and apparatus for performing the method," PCT Application, PCT/KR2023/000916, Jan. 2023.
Sunwook Hwang, Youngseok Kim, Hyung-Sin Kim, and Saewoong Bahk, "Semi-supervised learning method for object detection in autonomous vehicle and server for performing semi-supervised learning for object detection in autonomous vehicle," US Patent, Publication no. 11495012, Nov. 2022, Application no. 17659878, Apr. 2022.
Hyung-Sin Kim, Bongsoo Noh, Saewoong Bahk, and Young-June Choi, "System for downlink transmission using heterogeneous power," US Patent, Publication no. 10015753B2, July 2018, Application no. 15059688, Mar. 2016.
Yong-Hwan Lee, Hyung-Sin Kim, and Jae-Seok Bang, "A Method of network subscription in a wireless network," US Patent, Publication no. 10374881, Aug. 2019, Application no. 14762230, Dec. 2013.
Yong-Hwan Lee, Hyung-Sin Kim, and Seung-Hwan Lee, "Self-construction system of wireless sensor network and method for self-construction of wireless sensor network using the same," US Patent, Publication no. 09240973B2, Jan. 2016, Application no. 14001033, Jan. 2012.
Yong-Hwan Lee, Hyung-Sin Kim, and Seung-Hwan Lee, "Apparatus and method for transmitting and receiving sounding signal in a wireless communication system," US Patent, Publication no. 08982718B2, Mar. 2015, Application no. 13020906, Feb. 2011.
Yong-Hwan Lee, Seung-Hwan Lee, and Hyung-Sin Kim, "Method and device for send beamforming and multiple user scheduling for multiple sector cooperative transmission in a multiple antenna system," US Patent, Publication no. 08929244B2, Jan. 2015, Application no. 13813138, Jan. 2011.
곽철영, 박세웅, 이경한, 김형신, 양진모, "모바일 기기의 카메라 노출 제어 방법 및 카메라 노출 제어 시스템," 출원, 10-2023-0036945, Mar. 2023.
손성욱, 서아름, 어경선, 길광연, 김형신, "리소스가 제한된 개인형 이동장치의 비전 기반 군중 계수 장치 및 방법," 출원, 10-2023-0017408, Feb. 2023.
윤지석, 송재헌, 김형신, 박세웅, "메타 학습 기반 적응형 비트폭 양자화 인식 학습 방법," 출원, 10-2022-0184425, Dec. 2022.
황선욱, 박세웅, 김형신, 김영석, "자율주행차량 내 물체 인식 모델 개선을 위한 feature data 기반 준지도 방식 학습 시스템," 출원, 10-2022-0183113, Dec. 2022.
신현우, 김형신, 박건도, "저전력 NPU를 활용한 단일채널 뇌파 기반 온디바이스 실시간 수면단계 분류," 출원, 10-2022-0129609, Nov. 2022.
황선욱, 김영석, 김형신, 박세웅, "자율 주행 차량에서 객체 검출을 위한 준지도 학습 방법 및 이러한 방법을 수행하는 장치," 등록, 10-2394024, May 2022, 출원 10-2021-0160432, Nov. 2021.
박세웅, 정승범, 김형신, 백정엽, "무선 네트워크에서 시분할다중접속 자원 스케줄링을 위한 방법 및 장치," 등록 10-2467945, Nov. 2022, 출원, 10-2020-0117801, Sep. 2020.
옥진우, 김재헌, 김홍찬, 박세웅, 정찬영, 김형신, 백정엽, 오용택, "제품 정보 처리 방법 및 시스템," 출원, 10-2018-0142868, Nov. 2018.
김형신, 박세웅, "비대칭 전송 전력 기반 무선 네트워크에서 신호 송수신 방법," 등록, 10-1691561-0000, Dec. 2016, 출원, 10-2015-0144416, Oct. 2015.
김형신, 백정엽, 박세웅, "다중 홉 구조 무선통신 시스템에서 부하 분산을 고려한 부모 노드 선택 방법 및 이를 위한 장치," 등록 10-1670809-0000, Oct. 2016, 출원, 10-2015-0082604, June 2015.
김형신, 노봉수, 박세웅, 최영준, "비대칭 전력 하향 링크 전송 시스템," 등록, 10-1601740-0000, Mar. 2016, 출원, 10-2015-0030577, Mar. 2015.
이용환, 김형신, 방재석, "무선 네트워크에서 네트워크 가입 방법," 등록, 10-1454991-0000, Oct. 2014, 출원, 10-2013-0006394, Jan. 2013.
이용환, 김형신, 이승환, "무선 센서 네트워크의 자가구성 시스템 및 이를 이용한 무선 센서 네트워크의 자가구성 방법," 등록, 10-1326549-0000, Nov. 2013, 출원, 10-2012-0133266, Nov. 2012.
이용환, 방재석, 김형신, "다중 사용자 혼성 매체 접근 제어 기반의 무선 자원 관리 방법," 등록, 10-1339604-0000, Dec. 2013, 출원, 10-2012-0025904, Mar. 2012.
이용환, 김태훈, 김형신, 한진석, "경쟁 기반으로 신호를 전송하는 다중 사용자 무선 통신 방법," 등록, 10-1333920-0000, Nov. 2013, Sep. 2013, 출원, 10-2012-0023342, Mar. 2012.
이용환, 김형신, 이승환, "무선 센서 네트워크의 자가구성 시스템 및 이를 이용한 무선 센서 네트워크의 자가구성 방법," 등록, 10-1268009-0000, May 2013, 출원, 10-2011-0015589, Feb. 2011.
이용환, 이승환, 김형신, "다중안테나 시스템에서 다중 섹터 협력 전송을 위한 송신 빔포밍과 다중 사용자 스케줄링 방법 및 장치," 등록, 10-1761821-0000, July 2017, 출원, 10-2010-0073236, July 2010.
이용환, 김형신, 이승환, "무선 통신 시스템에서 사운딩 신호 송/수신 장치 및 방법," 한국, 등록, 10-1656527-0000, Sep. 2016, 출원, 10-2010-0011210, Feb. 2010.
Domestic Journals/Conferences
이효진, 정재민, 이현경, 최유림, 윤원혁, 김형신, 신현우, "Clinicians "See" the Waveforms: A Computer Vision Approach for Interpretable Automatic Sleep Staging," International Congress of ORL-HNS (ICORL'24), Apr. 20-21, 2024.
최유림, 어경선, 윤원혁, 이효진, 장해민, 김동윤, 신현우, 김형신, "적외선 비디오를 사용한 비침해적 경량 폐쇄성 수면 무호흡증 감지," 대한의료인공지능학회 정기학술대회, Oct. 19-21, 2023.
어경선, 윤원혁, 김형신, 신현우, "Non-Contact Vision-based Obstructive Sleep Apnea Detection using Infrared Sleep Video," International Congress of ORL-HNS (ICORL'23), Apr. 2023.
박건도, 최유림, 홍주표, 윤원혁, 신현우, 김형신, "저전력 NPU를 활용한 단일채널 뇌파 기반 온디바이스 실시간 수면단계분류," 대한수면학회 추계학술대회, Nov 28-29 2022. (우수연제상)
손성욱, 서아름, 어경선, 길광연, 공태식, 김형신, "MiCrowd: Vision-based Deep Crowd Counting on Extremely Resource-constrained E-scooters," 한국인공지능학회 추계학술대회, Nov. 17-19, 2022.
김종민, 표정식, 김세진, 박우영, 김형신, "딥러닝 모델 경량화 기술을 활용한 실시간 심박수 측정 - 원격 광혈류측정 방식 기반 -," 대한의용생체공학회 추계학술대회, Nov 3-5, 2022.
박건도, 최유림, 홍주표, 윤원혁, 신현우, 김형신, "저전력 NPU를 활용한 단일채널 뇌파 기반 온디바이스 실시간 수면단계분류," 대한의용생체공학회 추계학술대회, Nov 3-5 2022.
박건도, 최유림, 윤원혁, 신현우, 김형신, "저전력 NPU를 활용한 단일채널 뇌파 기반 온디바이스 실시간 수면단계분류," 대한의료인공지능학회 추계학술대회, Oct 13-14, 2022.
윤지석, 송재헌, 김형신, 박세웅, "Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach," 한국인공지능학회 하계학술대회, Aug. 1-3, 2022. (해외우수학회논문 초청발표)
김우중, 박건도, 손기혁, Raphael Shu, 김형신, "ProtoFSSL: Federated Semi-Supervised Learning with Prototypical Networks" 한국인공지능학회 하계학술대회, Aug. 1-3, 2022. (우수논문상)
강동식, 김어진, 김현종, 김형신, "A Comprehensive Image-based Virtual Try-on Network: Brining Real-World Images into Use," 한국인공지능학회 하계학술대회, Aug. 1-3, 2022.
최경산, 정승범, 김형신, 박세웅, “RPL기반 다중 홉 네트워크에서 간섭에 강인한 라우팅 프로토콜,” 한국통신학회 하계종합학술발표회 2016, June 22-24, 2016.
강동규, 김형신, 박세웅, "하향링크 중심적 트래픽 시나리오에서 ORPL 라우팅 프로토콜의 성능 평가," 한국통신학회 제26회 통신정보 합동학술대회 2016, Apr. 27-29, 2016.
임명홍, 김형신, 박세웅, "Effect of Transmission Power Control for Large Scale Industrial Applications in Low Power and Lossy Networks," 한국통신학회 하계종합학술발표회 2015, June 24-26, 2015.
정승범, 김형신, 박세웅, "LPL 기반 저전력 다중 홉 네트워크에서 큐 길이를 이용한 연속적 패킷 전송 기법," 한국통신학회 제25회 통신정보 합동학술대회 2015, Apr. 15-17, 2015.
조호수, 김형신, 이명섭, 박세웅, "IEEE 802.15.4 Link Characteristics Measurements in Crowded Market Environments," 한국통신학회 제25회 통신정보 합동학술대회 2015, Apr. 15-17, 2015.
정승범, 김형신, 최경산, 박세웅, "RPL 기반 저전력 다중 홉 네트워크에서 상향링크 트래픽이 하향링크 패킷 전송에 미치는 영향," 한국통신학회 동계종합학술발표회 2015, Jan. 21-23, 2015.
조호수, 최경산, 남창원, 김형신, 박세웅, "이동통신 네트워크 기술의 진화와 발전," SK Telecommunications Review, pp. 101-119, vol. 0, 특집호, 2014년 12월.
김형신, 박세용, 정승범, 최영준, 박세웅, "Uplink Routing based on High Power Sink in Wireless Sensor Networks," 한국통신학회 제24회 통신정보 합동학술대회 2014, Apr. 22-24, 2014.
한진석, 이승환, 김형신, 이용환, "지그비를 위한 동일 채널 간섭 회피 기법," 한국통신학회 동계종합학술발표회, Feb. 2011.
김형신, 이승환, 이용환, "Channel Sounding for Cooperative Transmit Beamforming in OFDM Based Cellular Systems," 한국통신학회 하계종합학술발표회, June 2010.
Preprints
Woojung Kim, Keondo Park, Kihyuk Sohn, Raphael Shu, and Hyung-Sin Kim*, "Federated Semi-Supervised Learning with Prototypical Networks."