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안정인

Machine Learning Engineer

Languages

  • Korean (Native)
  • English (Technical speakings)

Interests

  • Music
  • Cycling & Travel
  • Game

Experiences

AI Engineer

2025/01 - Current
SDS / Suprema Inc.

Deep Learning Engineer

2023/07 - 2024/11
기술연구소 / FS Solution Co., Ltd.

Associate Researcher

2018/12 - 2023/02
강원대학교 컴퓨터비전/의료영상처리연구실

Projects

Face Recognition 알고리즘 연구 개발
2025/01 - Current
출입통제 및 CCTV 기반 Face Recognition 알고리즘 개발 및 검증

Key: Novatek, Rockchip, C++, Docker, PyTorch, TensorRT, ONNXRuntime

ADAS (Advanced Driver Assistance System) 솔루션 양산
2023/09 - 2024/11
차량 부착된 전/후방 카메라 영상 기반 안전 운전 보조 및 경고(알람) 시스템 개발/테스트/양산

Key: Sigmastar, Embedded Linux, C, Docker, C++, TensorRT, PyTorch

DMS (Driver Monitoring System) 솔루션 개발 과제
2023/07 - 2024/11
IR 카메라 기반 운전자 및 동승자 상태 및 행동 분석(DMS) 시스템 실증

Key: Jetson AGX, Python, C++, TensorRT, PyTorch

Edge Device 기반 공장 안전관제 시스템
2021/11 - 2022/08
안전모, 안전장구 탐지 및 미착용 알림 시스템 납품

Key: Jetson Nano, C++, Python, Deepstream, TensorRT, PyTorch

LPCVC 2021
2021/07 - 2021/08
Raspberry Pi 3B+ 활용 사람 및 공 객체 Detection 모델 및 Tracking 알고리즘 경량화 대회 참여

Key: Raspberry Pi, C++, Python, PyTorch

CCTV 기반 사회안전 안전관제 시스템
2019/05 - 2020/01
객체 탐지 및 추적 알고리즘 기반의 공공안전 관제 시스템 납품

Key: C++, Deepstream, TensorRT, Spring MVC, PostgreSQL

Education

Master's Degree of
Computer Comms & Engineering

2021/03 - 2023/02
Kangwon National University

Study of various Computer Vision fields, including trending Deep Neural Networks and various Machine Learning techniques.

Bachelor's Degree of
Computer Comms & Engineering

2015/03 - 2020/08
Kangwon National University

Acquired and deep understandings of Computer Science fields, prepared broad vision of market and tailored various CS Skills.

Courses and Certificates

KISTI N-Ways to GPU Programming Bootcamp

2022/05
KISTI, NVIDIA, OpenACC GPU Hackathons

Fundamentals of Deep Leearning for Multi GPUs

2022/02
NVIDIA Deep Learning Institute (Instructor Certificate)

KSCI AI for Science Bootcamp

2021/12
KSCI, NVIDIA, OpenACC GPU Hackathons

Fundamentals of Deep Leearning

2021/08
NVIDIA Deep Learning Institute (Instructor Certificate)

Publications

Patents

이벤트의 등장 객체간 관련성 파악이 용이한 비디오 서머리방법

2019/10
주식회사 지오비전

OSS Contributions

Public projects available on: [GitHub]
Personal hobby projects available on: [LimeGit]

Model Factory Paper implementations of various deep neural network.
RPi Torchscript Powermeter Raspberry Pi torchscript power consumption evaluation toolkit.
PyTorch Lightning Template PyTorch Lightning training baseline template.
Sparse Label Assignment Paper implementation of "Small-Scale Object Detection Label Reassignment Strategy".
EFINextBoot EFI nextboot select and reboot tool, Refactored.
gst-httpd-1.0 Updated version of GStreamer 0.1 plugin "gst-httpd".
nn-Meter SSH Backend SSH backend plugin of Microsoft's nn-Meter (part of NNI) for Hardware-aware NAS.
SNPE SDK on Docker Qualcomm's Snapdragon Neural Process Engine SDK on Docker.