Junwoo Lee

39, Maeheon-ro 8-gil, Seocho-gu, Seoul, Republic of Korea · junwoo.lee@prevenotics.com

Prevenotics, a AI medical diagnostic software company, excels in developing cutting-edge technology that not only enhances the accuracy of cancer diagnosis but also provides active assistance in identifying pre-cancerous risks, thereby enabling preventive diagnosis.


Experience

CTO & DEVELOPER

Prevenotics Inc.

Development of Artificial Intelligence Models & Services in Medical Imaging

March 2022 - Present

Professional Engineer

LG Electronics

Deep learning based real-time portrait right protection algorithm development

Deep learning based image quality enhancement(Super Resolution, de-Blur, de-Noise)

Super Resolution(SR) algorithm development for all models of LG mobile after V40

High Dynamic Range(HDR) algorithm development for all models of LG mobile after V20

Phase Difference Auto Focus(PDAF) algorithm development for all models of LG mobile after G6

Deep learning based pedestrian detection algorithm development using Far-Infrared camera

Real-time calibration, stitching and rendering technique development for 360 camera

February 2013 - March 2022

Education

University of INHA

Ph.D.
Information Engineering

(Dissertation : A Study on Compact Global Descriptor for Visual Search using Feature Selection and Local Descriptor Aggregation)

March 2008 - February 2013

University of INHA

Master of Engineering
Information Engineering
March 2006 - February 2008

University of INHA

Bachelor of Engineering
Electronic Engineering
March 2001 - February 206

Publications & Awards

Publications

"Improving Key Human Features for Pose Transfer," IEEE/CVF ICCV Workshops, Oct. 2021.

"Perceptual Image Quality Assessment with Transformers," IEEE/CVF CVPR Workshops, Jun. 2021.

"NTIRE 2021 Challenge on Perceptual Image Quality Assessment," IEEE/CVF CVPR Workshops, Jun. 2021.

"Texture Transform Attention for Realistic Image Inpainting," ArXiv, Dec. 2020.

"NTIRE 2020 Challenge on Image Demoireing: Methods and Results," IEEE/CVF CVPR Workshops, Jun. 2020.

Awards

  • Winner Award - NTIRE 2021 Challenge on Perceptual Image Quality Assessment, in conjunction with CVPR, Jun. 2021
  • Honorable Mention Award - NTIRE 2020 Challenge on Image Demoireing - Track 1 Single image, in conjunction with CVPR, Jun. 2020

patents

Publications
- PCT/KR2021/009761(2023)

: 영상 편집 장치 및 영상 편집 장치의 동작 방법

- PCT/KR2021/007064(2022)

: 인공지능 기기, 인공지능 기기의 동작 방법

- US10694126B2(2020)

: Moving picture photographing apparatus having dual cameras using correction information

- KR20200050714A(2020)

: 단말기

- EP3451675A1(2019)

: Method for transmitting 360-degree video, method for receiving 360-degree video, apparatus for transmitting 360-degree video, apparatus for receiving 360-degree video