About

About

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  • Name : Jaemin Jeong
NAMEURL
E-mailcommon.jaemin@gmail.com
CV[KR]PDF no-updated
CV[EN]PDF no-updated
GitHubhttps://github.com/jjxxmiin
Labhttps://sites.google.com/site/embeddedsochallymuniv/
Google Scholarhttps://scholar.google.com/citations?user=_GXtE-IAAAAJ&hl=ko
Slide Sharehttps://www.slideshare.net/JAEMINJEONG5/presentations

Research Interest

I LOVE DEEP LEARNING

Especially…

  • Vision(GAN, Segmentation, Object Detection …)
  • Model Compression
  • Medical

Skills

  • PYTHON
    • Pytorch

Publications

Journal

  • Standardized Image-Based Polysomnography Database and Deep Learning Algorithm for Sleep Stage Classification
    • Jaemin Jeong, Wonhyuck Yoon, Jeong-Gun Lee, Dongyoung Kim, Yunhee Woo, Dong-Kyu Kim, Hyun-Woo Shin
    • Accepted in the Journal of Oxford SLEEP (SCI), 2023
  • Filter Combination Learning for CNN model compression
    • Jaemin Jeong, Jiho Cho, Jeong-Gun Lee
    • Accepted in the Journal of ICT-Express (SCIE), 2021
  • Deep learning application to clinical decision support system in sleep stage classification
    • Dongyoung Kim, Jeong-Gun Lee, Yunhee Woo, Jaemin Jeong, Chulho Kim, Dong-Kyu Kim
    • Accepted In the Journal of Personalized Medicine (SCIE), 2021
  • Zero-Keep Filter Pruning for Energy/Power Efficient Deep Neural Networks
    • Yunhee Woo, Dongyoung Kim, Jaemin Jeong, Young-Woong Ko, Jeong-Gun Lee
    • Accepted in the Journal of Electronics (SCIE), 2021

Conference paper

  • Image-based Frequency Classifications for 1-Dimensional Signal Data Using DNNs
    • Jaemin Jeong, Yunhee Woo, Dongyoung Kim, Taewoon Kim and Jeong-Gun Lee
    • we are preparing to submit.
  • Shaped Pruning for Efficient Memory Addressing in DNN Accelerators
    • Yunhee Woo, Dongyoung Kim, Jaemin Jeong, Jeong-Gun Lee
    • 2021 IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia)
  • Filter Combination Learning for Convolutional Neural Network
    • Github
    • Jaemin Jeong, DongYoung Kim, Yunhee Woo and Jeong-Gun Lee
    • 2020 International Conference on Information and Communication Technology Convergence (ICTC)
    • ==> “Special Issue on Selected Papers from ICTC 2020”
  • Deep learning CAM-based interpretation-possible image visualization Development of open source software tools
    • Jaemin Jeong, Seo-Eun Ham, Joo-Hyun Son, Jeong-Gun Lee
    • 2020 신호처리합동학술대회, 197-199
  • Image-based Sleep Stage Classification Model for Multi-Institutional Dataset
    • Yunhee Woo, Dongyoung Kim, Jaemin Jeong, Dong-Kyu Kim, Jeong-Gun Lee
    • 2021 International Conference on Information and Communication Technology Convergence (ICTC)
  • Sleep Stage Classification for Inter-institutional Transfer Learning
    • Dongyoung Kim, Yunhee Woo, Jaemin Jeong, Dong-Kyu Kim, Jeong-Gun Lee
    • 2021 International Conference on Information and Communication Technology Convergence (ICTC)
  • Zero-Keep Filter Pruning for Energy Efficient Deep Neural Network
    • Yunhee Woo, DongYoung Kim, Jaemin Jeong, Young Woong Ko, Jeong-Gun Lee.
    • 2020 International Conference on Information and Communication Technology Convergence (ICTC)
  • Parameter Optimization of Deep Neural Network: MNIST Case Study
    • Min-Jeong Kim, Byungjoon Lim, Seunghyun Lim, Jaemin Jeong, Jong-Hak Lee, JeongGun Lee
    • 2018 대한전자공학회 학술대회, 923-925.

Domestic Patents

  • “기계학습모델 공유 또는 판매를 위한 시스템 및 시스템의 동작 방법,” 특허등록 제 10-2020-2453673 호 (2022.10.06)
  • “헤어 스타일 추천 장치 및 방법,” 특허등록 제 10-2022-0122740 호 (2023.01.18)
  • “헤어 스타일링 가상 체험용 인공 신경망의 학습을 위한 학습 데이터 생성 장치 및 방법, 및 이를 이용한 헤어 스타일링 가상 체험 장치 및 방법” 특허등록 제 10-2022-0029790 호 (2023.03.15)
  • “다채널의 생체 신호들을 포함하는 이미지를 기반으로 수면 단계를 분류하는 전자 장치, 및 수면 단계 분류 방법” 특허등록 제 10-2021-0060653 호 (2023.04.21)
  • “가상 헤어 스타일링 체험을 위한 민머리 인물 이미지 생성 장치 및 방법” 특허등록 제 10-2538783 호 (2023.05.26)
  • “인공지능 모델의 파라미터 저장을 위한 필터 조합 학습 네트워크 시스템의 제어 방법, 장치 및 프로그램” 특허등록 제 10-2020-0140315 호 (2023.06.12)

Experiences

  • FrontU (2018-07 ~ 2018-08)
    • Development for Smart Toy
    • Arduino
  • FrontU (2019-01 ~ 2019-02)
    • Development for Smart Toy
    • Raspberry Pi
    • Vision
  • FrontU (2019-07 ~ 2019-08)
    • Development for Smart Toy
    • Raspberry Pi
    • Google Assistant
  • Master’s Degree (2019-09 ~ 2021-03)
    • Hallym University
    • Department of Computer Engineering
    • Research of Model Compression
  • PhD Degree (2021-03 ~ 2022-03)
    • Hallym University
    • Department of Computer Engineering
    • Research of Model Compression
    • Research of Image-based Sleep Staging
    • Mirrorroid (2021-01 ~ 2022-03)
      • Outsourcing
      • Research and Development for Beauty Smart Mirror (Hair)
  • Mirrorroid (2022-03 ~ 2023-03)
    • Full Time JOB
    • Senior Researcher
    • Research and Development for Beauty Smart Mirror (Face, Hair etc.)
  • PhD Degree - Program of Visiting Research Student (2023-03 ~ )
    • University of Ottawa
    • Department of Computer Engineering
    • Research of Model Compression
    • Research of Image-based Sleep Staging
    • Mirrorroid (2023-03 ~ )
      • Outsourcing
      • Research and Development for Beauty Smart Mirror (Face, Hair etc.)

Open source contributions

  • 파이토치 한글 문서 번역
    • Captum을 사용하여 모델 해석하기 번역
    • 컴퓨터 비전 튜토리얼을 위한 양자화된 전이학습 번역
    • Pytorch를 사용하여 뉴럴 변환 번역
    • 그 외 번역 리뷰 6개
    • 장려상 수상

Competitions

Certificate

  • 정보처리기사