Jaeheon Jeong

Contact:
jaeheonjeong@icloud.com
Topic:
3D Object Detection, 3D Multi Object Tracking

Education

location icon Daejeon, Republic of Korea
02/2019 ~ 02/2025 (Expected)

B.S: Division of Computer Convergence

Chungnam National University

GPA : 4.21 / 4.5 Major GPA : 4.293 / 4.5

Experience

location icon Daejeon, Republic of Korea
07/2024 ~ current

Undergraduate Research Student

Computer Vision Lab

Chungnam National University

Researching on 3D Multi Object Tracking
location icon Daejeon, Republic of Korea
12/2021 ~ 06/2024

Undergraduate Research Student

DIP Challenging Lab

Chungnam National University

Researching on binary semantic segmentation for small objects
location icon Irvine, CA, US
01/2024 ~ 02/2024

Global SW/AI Internship Program

Irvine Tech Hub

Develop modules that can automatically process company-specific documents such as invoices, sales orders, and time sheets through OCR, LLM, and few-shot learning and apply them to systems such as ERPNext.

Projects

location icon Daejeon, Republic of Korea
05/2022 ~ 05/2024

Microplastic Segmentation/Counting (in sewer)

DIP Challenging Lab

Chungnam National University

Detection system for microplastics filtered through wire mesh from sewage - Researched on microplastic detection models based on semantic segmentation and object detection - Tensorflow
05/2023 ~ 03/2024
location icon Daejeon, Republic of Korea

Drunken Driver Detection

DIP Challenging Lab

Chungnam National University

A system that detects drunk drivers through CCTV footage to catch them in advance - Developed a 3D Resnet-18-based model to determine the probability of a person's drunken actions from video input - Tensorflow
12/2021 ~ 03/2023
location icon Daejeon, Republic of Korea

PM Avoidance Application

DIP Challenging Lab

Chungnam National University

Object detection-based rear object detection notification system that attaches to personal mobile devices - Deviced structural design for real-time risk detection display even in LTE environment - Implemented overall screen composition of the app - Android
01/2022 ~ 04/2022
location icon Daejeon, Republic of Korea

Department Announcement Notification Bot

Peosonal Project

Developed a bot that crawls department announcements and notifies to Discord server - Go
12/2019 ~ 01/2020
location icon Daejeon, Republic of Korea

Schedule Sharing Application

Chungnam National University

Program helps people to decide one schedule by sharing their own schedules - Implemented schedule placement logic and screen composition - Java

Publications

2024

Microscopic Image Dataset with Segmentation and Detection Labels for Microplastic Analysis in Sewage: Enhancing Research and Environmental Monitoring

Multidisciplinary Digital Publishing Institute(MDPI), Microplastics

Gwanghee Lee, Jaeheon Jeong, Sangjun Moon, Jihyun Jeong, Kyoungson Jhang

Proposed model structure of binary semantic segmentation and 2D object detection for microplastics
2024

Microplastic Binary Segmentation with Resolution Fusion and Large Convolution Kernels

Journal of Computing Science and Engineering (Scopus)

Jaeheon Jeong, Gwanghee Lee, Jihyun Jeong, Junyoung Kim, Jinsol Kim, Kyoungson Jhang

Proposed model structure to improve binary semantic segmentation performance for microplastics
2023

Binary Cross Entropy with Adaptive Weight

Korea Computer Congress

Jaeheon Jeong, Gwanghee Lee, Mugyeom Kim, Gayeon Kim, Kyoungson Jhang

Proposed a loss function that increases precision while keeping recall similar by applying an adaptive factor

Awards

location icon Daejeon, Republic of Korea
2023

National Science & Technology Scholarship

Ministry of Science and ICT

Won a Full Scholarship
location icon Daejeon, Republic of Korea
2023

2023 CNU SW/AI Project Fair DevDay

Chungnam National University

On-campus Algorithm Competition Won a bronze medal
location icon Daejeon, Republic of Korea
2022

2022 CNU SW/AI Project Fair DevDay

Chungnam National University

On-campus Algorithm Competition Won a bronze medal