Classification and recognition of milk somatic cell images based on PolyLoss and PCAM-Reset50

Classification and recognition of milk somatic cell images based on PolyLoss and PCAM-Reset50

Somatic cell count (SCC) is a fundamental approach for determining the quality of cattle and bovine milk. So far, different classification and recognition methods have been proposed, all with certain limitations. In this study, we introduced a new deep learning tool, i.e., an improved ResNet50 model...

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Bibliographic Details
Main Authors: Jie Bai, Heru Xue, Xinhua Jiang, Yanqing Zhou
Format: Article
Language:English
Published: AIMS Press 2023-03-01
Series:Mathematical Biosciences and Engineering
Subjects:
milk somatic cells
image processing
residual network
attention mechanism
loss function
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2023414?viewType=HTML

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