Research Topics

Deep Learning Image Processing

3D LiDAR Calibration

Industrial AI

Smart Material System




Recent Works


[Deep Learning Image Processing]

YoffleNet: Light-Weight Object Detection for Embedded System

yofflenet


Application of a Lightweight CNN Model for Detecting Defects in Substation Insulators with Drone EO/IR Camera

변전소 불량애자 검출을 위한 드론 EO/IR 영상 기반의 경량화 객체탐지 모델 응용 사례

demo

demo


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Light-Weight Object Detection with SORT for Object Tracking

YOffleNet Deep Sort in PyTorch

demo

This repository contains a modified version of Pytorch YOLOv3 + Deep Sort (https://github.com/mikel-brostrom/Yolov3_DeepSort_Pytorch). It is a program that counts the number of people and predicts the direction of movement using the bounding box coordinates obtained by tracking algorithm.

This project was carried out as a 2021-1 MIP by H.J. Kim

Reference

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[Vehicle LiDAR]

Extrinsic Calibration of Vehicle 3D LiDAR

Accurate Alignment Inspection System for Low-Resolution Automotive LiDAR

LiDAR Sensor Alignment Inspection System for Automobile Productions Using 1-D Photodetector Arrays

Reference

  • You, Ji Hwan, Seontaek Oh, Jae Eun Park, Hyeongseok Song, and Young Keun Kim, ‘A Novel LiDAR Sensor Alignment Inspection System for Automobile Productions Using 1-D Photodetector Arrays’, Measurement, 183 (2021), 109817 https://doi.org/10.1016/J.MEASUREMENT.2021.109817
  • Oh, Seontaek, Ji-Hwan You, Azim Eskandarian, and Young-Keun Kim. “Accurate Alignment Inspection System for Low-Resolution Automotive LiDAR.” IEEE Sensors Journal 21, no. 10 (2021): 11961-11968.

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[Industrial AI]

Prediction of Parking Free Space

포항시 스마트 시티 주차안내 시스템 - 주차 여유 공간 예측 알고리즘 개발: WeSEE X HGU SSS Lab


Unsupervised Defect Detection for Wire Rod, Steel Industry

Abstract in English and Korean


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Vibration Control with Smart Material System

Reinforcement Learning based Stiffness Control of a Tunable Vibration Absorber

Abstract in English and Korean See more research on this topic

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