TY - JOUR T1 - Development of an All-Day Cattle Estrus Monitoring System Using IR and RGB Camera-Based Behavior Detection Algorithm AU - Kee, Young-Jin AU - Kim, Woo-Young AU - Ryu, Jae-Heyn AU - Kim, Dong-Ro AU - Kim, Hyun-Woo JO - The Journal of Korean Institute of Communications and Information Sciences PY - 2024 DA - 2024/1/1 DO - 10.7840/kics.2024.49.1.134 KW - Cow estrous monitoring KW - AI KW - Behavior detection KW - Data Augmentation KW - AI optimization AB - In this paper, this research presents an effective system for real-time monitoring and detection of cattle estrus behavior, utilizing IR and RGB cameras. The study also demonstrates the improved performance achieved through the generation of IR images using a GAN-based RGB to IR conversion. The system's reliability and stability were validated across different environments, further affirming its potential as a day/night cattle estrus monitoring system.