Automatic Image Annotation (AIA) of AlmondNet-20 Method for Almond Detection by Improved CNN-Based Model
Mohsen Asghari Ilani,
Saba Moftakhar Tehran,
Ashkan Kavei
et al.
Abstract:In response to the burgeoning global demand for premium agricultural products, particularly within the competitive nut market, this paper introduces an innovative methodology aimed at enhancing the grading process for almonds and their shells. Leveraging state-of-the-art Deep Convolutional Neural Networks (CNNs), specifically the AlmondNet-20 architecture, our study achieves exceptional accuracy exceeding 99%, facilitated by the utilization of a 20-layer CNN model. To bolster robustness in differentiating betw… Show more
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