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Dong-Geon Kim

AI Researcher

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About Me

I research about object detection, AutoML and image matching algorithms based on deep learning. Also, since master course, I have been dealing with log-level data directly to construct the datasets in the deep learning algorithms.

Experience

MarkAny

AI researcher and SW engineer

I work in R&D team. I develop the deep learning algorithms based on C++ and Darknet. Also, I deal with log-level data directly to construct a dataset for the algorithms. I independently make the synthetic data generation and automatic labeling algorithms for myself as well as future technologies.

Education

Incheon National University

2012 - 2017

Department of Embedded Systems Engineering

Bachelor's degree

Korea University

2017 - 2019

Department of Brain & Cognitive Engineering

Master's degree

Projects

Development of common AI platform technology for weapon system development

Developing SW that can perform location estimation, target recognition, and change detection of an area photographed by an unmanned aerial vehicle or aircaft

Date : July 2017 - August 2019

DevTools : Python, Tensorflow, Pytorch, Matlab, MatConvNet, Git

Task : Image Matching, Synthetic Image & GT Data Generation

[View Project]

Water level measurement for CCTV surveillance systems

Developing a system that can measure the water level in real time from the CCTV video with the water level mark

Date : March 2020 - November 2020

DevTools : C++, Darknet, Git, Docker

Task : Object Detection, Dealing with Log-level Data, Auto Labeling

License plate recognition for CCTV surveillance systems

Developing a system that can automatically recognize multiple vehicle license plate’s number and other related information in real time

Applications Scenarios : Urban & Rural Roads

Date : September 2020 - July 2021

DevTools : C++, Darknet, Python, Git, Docker

Task : Object Detection, Synthetic Image Generation, Auto Labeling

Patents

METHOD AND APPARATUS FOR GENERATING LEARNING DATA FOR NEURAL NETWORK

2021

U.S. and Korea Patent

Main Description

Skills

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