Skip to content
View thomas11809's full-sized avatar
Block or Report

Block or report thomas11809

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 100 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
thomas11809/readme.md

CV

Introductions


Research Interests

  • 3D Rendering (3D Gaussian Splattings and Neural Radiance Fields)
  • Generative models using Score-based Diffusion methods (Stable Diffusion)
  • Deep Learning for Image Processing
  • General Computer Visions
  • Audio Signal Processing
  • Graph Neural Networks

Skills

  • Python Programming
    • Pytorch, Pytorch Lightning
    • TensorFlow, Keras
    • General libraries: numpy, pandas, ...
  • MATLAB Programming
  • R Programming

Project Experiences

  1. Image Detections on X-ray domains

    1. 반도체 bump 불량 검출 (Bump Detection)
    2. Bump Anomaly detection (Unsupervised / Self-supervised)
    3. 태양광 패널 불량 검출
    4. 생선살 X-ray 불량 검출

  2. Image Classifications/Detections/Segmentation on natural/synthetic images

    1. 투명 PET병 분류 기술
    2. 원단 검사 오류 검출
    3. 3D 프린터 오류 검출
    4. 적설량 측정을 위한 Scene Classification/Analysis
    5. 복잡도 기반 Segmentation task in Generated videos(SORA 등)

  3. Media Arts Project (2인전 & 개인전 & 서리풀갤러리 전시회)

    1. Artistic Image Style Transfer via Generative Vision AI (Stable Diffusion)
    2. Example-based Stylizing Video by Ebsynth
    3. AI FaceSwap Video with Generated Faces by roop
    4. Multi-perspective Video Generation by AI-based 3D Rendering (NeRFs)

  4. Photogrammetry and 3D Rendering (Custom-fit pillow item, Start up before set up)

    1. Scan - LiDAR sensor (iPhone Pro and Sense3D hand-held scanner)
    2. Scan - Real Human Bust Scanning by iPhone cameras
    3. Rendering - Conventionals (PCD and Mesh)
    4. Rendering - Novel AI-based methods (3DGS and NeRFs)

  5. Macro programming (TBU)

    1. Midas IT coworks

  1. Open Data Preprocessing & Feature Engineering (TBU)
    1. Various competitions


Other Experiences (TBU)

  • 삼성전자 GTC 인턴

Competition

  1. MAIC VOICE AI Challenge 2021
  • 음성 멜-스펙트럼 데이터를 이용한 음성 질환 진단 및 분류 (Team Leader, 2021.10.29 - 2021.11.16)
  • Rank : 1/43등 link
  1. 2021 MISO 인공지능 모델 개발 챌린지
  • 영유아 행동 영상 데이터를 활용한 인공지능 아이디어 공모 (Team Leader, 2021.11.23 - 2021.12.8)
  • Rank : 최우수상 (2 / 6등)
  1. 서울 시민 데이터를 활용한 도시문제 해결 경진대회 (서울특별시 주최, 서울디지털재단 주관)
  • 자유 주제 - 서울시 집중호우피해 사전 예측기반의 액션플랜 제안 (2022.09.12 - 2022.10.14)
  • Rank : 최우수상 (2등)
  1. 2023년도 제주 위성데이터 활용 경진대회 (제주특별자치도 주최, 제주테크노파크 주관)
    • 자유 주제 - AI 기반 해양안전예측 기술을 활용한 제주도 맞춤 해양안전 앱 서비스
    • Rank : 장려상 (5등 / 본선15팀)

Papers (TBU)

  • 이성주, 이상화, 조남익. "Non-wet 불량 반도체 범프 검출 기술", IPIU, February 2024.
  • 이성주, 조남익. "Text-to-Image 모델의 성능을 이용한 Neural Radiance Fields 모델의 일반화 능력과 Style Transfer 렌더링 분석", 한국방송미디어공학회 학술발표대회 논문집, 2023.
  • 이성주, 김재국, 이상화, 조남익, 문경석, 김형진, 김의환. "도로의 제설 판별 측정 기술", IPIU, February 2023.
  • 이성주, 조남익. "자연 영상에 대한 Naive Convolutional Auto Encoder의 특징 추출 성능에 관한 연구", 한국방송미디어공학회 학술발표대회 논문집, 2022.
  • 이성주, 조남익. "Multi-scale CAM을 이용한 X-ray 이물질 분류 신경망 성능 향상에 대한 연구", 한국방송미디어공학회 학술발표대회 논문집, 2021.
  • 이성주, 조남익. "Spectral Pooling: DFT 기반 풀링 계층이 보여주는 여러 가능성에 대한 연구", 한국방송미디어공학회 학술발표대회 논문집, 2020.

Education

  • 2020.3.~ M.S. & Ph.D. Integrated Course in Department of ECE, Seoul National University
  • 2020.2. B.S. in Department of ECE, Seoul National University

Popular repositories Loading

  1. mmdetection mmdetection Public

    Forked from omognuni/mmdetection

    OpenMMLab Detection Toolbox and Benchmark

    Python 1

  2. thomas11809 thomas11809 Public

    1

  3. speaker-recognition speaker-recognition Public

    Forked from hunminjeongeum-korean-competition-2021/speaker-recognition

    화자인식 인공지능 경진대회

    Python

  4. DeepSpeaker-pytorch DeepSpeaker-pytorch Public

    Forked from qqueing/DeepSpeaker-pytorch

    Speaker embedding(verification and recognition) using Pytorch

    Python

  5. dgl dgl Public

    Forked from dmlc/dgl

    Python package built to ease deep learning on graph, on top of existing DL frameworks.

    Python

  6. ml-stuttering-events-dataset ml-stuttering-events-dataset Public

    Forked from apple/ml-stuttering-events-dataset

    Python