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구형일HYUNG IL KOO
전공 : 머신러닝, 컴퓨터비전
학위 : 박사
이메일 : hikoo@ajou.ac.kr
연구실 : 원천관 308호
연구실번호 : 2479
연구실관심분야 : 머신러닝
홈페이지 : cvml.ajou.ac.kr
학력
- 2010.02 서울대학교 박사
연구활동(주요논문)
- [논문]Hyuk Jin Kwon, Hyung Il Koo and Nam Ik Cho, "Understanding and explaining convolutional neural networks based on inverse approach," in Cognitive Systems Research, 77 (142-152), 2023
- [논문]Hyuk Jin Kwon, Hyung Il Koo, Jae Woong Soh and Nam Ik Cho, "Inverse-Based Approach to Explaining and Visualizing Convolutional Neural Networks," in IEEE Transactions on Neural Networks and Learning, 2022
- [논문]Eunji Lee, Jaewoo Par, Hyung Il Koo and Nam Ik Cho, "Deep-learning and graph-based approach to table structure recognition," Multimedia Tools and Applications, 81, 5827-5848, 2022
- [논문]Yong Gyun Kim and Hyung Il Koo, "Activation-Based Cause Analysis Method for Neural Networks," in IEEE Access 2021.
- [논문]Dong Won Shin and Hyung Il Koo, "Confidence estimation method for regression neural networks," Electronics Letters, vol. 57, no. 13, pp. 523-525, April 2021
- [논문]Hyuk Jin Kwon, Hyung Il Koo, Jaewoo Park and Nam Ik Cho, "Multistage Probabilistic Approach for the Localization of Cephalometric Landmarks," in IEEE Access 2021.
특허 및 기타
- [특허]Koo et. al., "Apparatus, method and computer readable storage medium for measuring depth of thread groove,” [출원] USA 18093887, Germany
- [특허]Koo et. al., "Device for classifying road surface and system for controlling terrain mode of vehicle using the same," USA 16/933,169 [등록], Dec 2022
- [특허]Koo et. al., "Apparatus for Diagnosing Abnormality in Vehicle Sensor and Method Thereof," US20210150833A1 [출원]
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