1. Semantic Segmentation Comparison of Prata Catarina Banana Bunches Using Convolutional Neural Network Models

The identification and classification of banana ripening stages are essential for production assessment in large scale plantations, enabling efficient harvest monitoring and ensuring fruit quality for commercialization. This study presents a comparative evaluation of three deep learning architectures applied to the semantic segmentation of Prata Catarina banana bunches, aiming to support automated monitoring systems and decision-making tools for precision agriculture applications. The evaluated... J. Rodrigues Moreno, E.L. Silva, E. Freitas, D. G. Gomes, Y. Costa G. Da Silva