Proposed Grade Discrimination Model Combining Classification and Grade Regression

• Published in: Agricultural Information Research Vol. 33; no. 2; pp. 109 - 116
• Main Authors: Iwadate, Kenji, Ninomiya, Kazunori, Ozawa, Katsuya, Suzuki, Ikuo
• Format: Journal Article
• Language: English; Japanese
• Published: Japanese Society of Agricultural Informatics 01.07.2024
• Subjects: automatic sorting; convolutional neural network; deep learning; image recognition

Image processing techniques based on neural networks enable highly accurate discrimination in fruit and vegetable sorting. However, conventional classification models may not be sufficiently accurate for grading based on fine features, such as in the simultaneous output of high estimated probabiliti...