Publications

Introducing the research achievements of the AgTech Research Lab

2025

Instance Segmentation for Korean Melon (Chamoe) Cultivation Using YOLOv11 as a Step Toward Quadruped Robot Harvesting

DoHyeon Lee, DongSeok Shin, SoonDuk Kwon, SeungUn Ha, Chang Hyeon Baek, Hyun Kwon Suh

2025 ASABE

Citation ID: 2500882

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2025

Analysis of Energy and Tomato Yield in Greenhouses Using the GreenLight Energy Simulation Model

Yoel Kim, Hyeonji Park, SeungUn Ha, Dohyeon Lee, Dongseok Shin, Hyun Kwon Suh

생물환경조절학회

2025

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2025

Performance Evaluation of a SegFormer-Based Semantic Segmentation Model for Vision-Based Environment Perception in Quadruped Robot

DongSeok Shin, DoHyeon Lee, HyeonJi Park, SoonDuk Kwon, SeungUn Ha, EunGyu Lee, YoEl Kim, Chang Hyeon Baek, Hyun Kwon Suh

한국영상식물학회 학술대회

2025

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2025

정밀 제어 온실에서 수직 하향재배 참외 수확을 위한 삼지형 파지 장치 설계 및 응용

Hyeonji Park, SeungUn Ha, EunGyu Lee, SoonDuk Kwon, DongSeok Shin, DoHyeon Lee, Yoel Kim, Chang Hyeon Baek, Hyun Kwon Suh

2025 추계 생물환경조절학회

2025

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2024

Novel Method for Crop Growth Tracking with Deep Learning Model on an Edge Rail Camera

Jaewon Moon, Seungtaek Oh, Hyun Kwon Suh, Hyeonji Park, Ha Seon Sim, Jung Su Jo, Sung Kyeom Kim, Seungwook Choi, Francisco Andres Pérez

Computers and Electronics in Agriculture, Vol. 230, Article 109816

Online: 20 December 2024 / Issue: March 2025

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2024

Automated Detection of Korean Melons Based on YOLOv10 for Use in Quadruped Robot

Do Hyeon Lee, Dong Seok Shin, Yoel Kim, Young Jin Seo, Do Yeon Won, Hyun Kwon Suh

ICARCE 2024

Published: 18 December 2024

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2024

Development and Evaluation of Automated Monitoring Systems for Multi-Stage Strawberry Growth Detection Using Advanced Deep Learning Models

Hyeonji Park, Nala Shin, Seungwoo Kum, Sung Kyeom Kim, Yoel Kim, Seungwook Choi, Do Yeon Won, Hyun Kwon Suh

SSRN Electronic Journal (Preprint)

Posted: 9 April 2025

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2024

Evaluating Time-Series Prediction of Temperature, Relative Humidity, and CO2 in the Greenhouse with Transformer-Based and RNN-Based Models

Ju Yeon Ahn, Yoel Kim, Hyeonji Park, Soo Hyun Park, Hyun Kwon Suh

Agronomy

Published: 21 Feb 2024

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2023

RNN-based Models for Effective Prediction of Crop Growth Based on Environmental Factors

Ju Yeon Ahn, Hyeonji Park, Yoel Kim, Doyeon Kim, Soo Hyun Park, Hyun Kwon Suh

한국원예학회 학술발표논문집 2023

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2023

Performance Evaluation of Strawberry Flower Detection by YOLOv5 and YOLOv8

Hyeonji Park, Doyeon Kim, Ju Yeon Ahn, Yoel Kim, Hyun Kwon Suh

한국원예학회 학술발표논문집 2023

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2023

YOLOv8 모델 기반의 딸기 생육 자동 모니터링 시스템 개발

Hyeonji Park, Doyeon Kim, Ju Yeon Ahn, Yoel Kim, Hyun Kwon Suh

환경생물조절학회 학술발표논문집 2023

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2023

Assessing Tree-Based Boosting Algorithms for Crop Growth Forecasting in Greenhouse Cultivation

Ju Yeon Ahn, Hyeonji Park, Soo Hyun Park, Joon Yong Kim, Hyun Kwon Suh

GreenSys 2023

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2023

Exploring the Potential of YOLOv8 for Real-time Strawberry Flower Detection in Greenhouses

Hyeonji Park, Ju Yeon Ahn, Doyeon Kim, Yoel Kim, Hyun Kwon Suh

GreenSys 2023

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2022

딸기 수과 개수 산출 성능 비교: 딥러닝 기반 객체 감지와 OpenCV 기반 영상 처리

Doyeon Kim, Yoel Kim, Hyeonji Park, Ju Yeon Ahn, Hyun Kwon Suh

한국정보과학회 학술발표논문집 2022

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2022

Time-series forecasting of tomato greenhouse environment using Facebook Prophet

Ju Yeon Ahn, Hyeonji Park, Doyeon Kim, Hyun Kwon Suh

The XX CIGR World Congress 2022

Dec. 5 - 9, 2022

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2022

Applicability assessment of flower detection performance using Detectron2 and YOLOv5 for edge computing in a strawberry greenhouse

Hyeonji Park, Doyeon Kim, Ju Yeon Ahn, Hyun Kwon Suh

The XX CIGR World Congress 2022

Dec. 5 - 9, 2022

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2022

온실 내 온도에 대한 머신러닝 알고리즘의 시계열 예측 성능 비교

Hyun Kwon Suh, Ju Yeon Ahn, HyeonJi Park, Doyeon Kim

환경생물조절학회 학술발표논문집 2022

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2022

합성 데이터셋과 딥러닝 모델을 이용한 식물 엽면적 추정

Hyun Kwon Suh, Ju Yeon Ahn, HyeonJi Park

한국방송미디어공학회 학술발표논문집 2022

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