Publications

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, Soungwook Choi, Do Yeon Won, Hyun Kwon Suh

Computers and Electronics in Agriculture

Review in progress

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

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

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

YOLOv8 모델 기반의 딸기 생육 자동 모니터링 시스템 개발

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

환경생물조절학회 학술발표논문집 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

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

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

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

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

온실 내 온도에 대한 머신러닝 알고리즘의 시계열 예측 성능 비교

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

환경생물조절학회 학술발표논문집 2022

합성 데이터셋과 딥러닝 모델을 이용한 식물 엽면적 추정

Hyun Kwon Suh, Ju Yeon Ahn, HyeonJi Park

한국방송미디어공학회 학술발표논문집 2022