Physics in medicine and biologyHumansImage ProcessingComputer-AssistedCOVID-19Colitis
MPCNet: multi-scale decomposition network with perception weaving and context-aware fusion for robust 2D medical image classification.
Xingyue Ding, Haiyan Li, Yiyin Tang, Xun Lang, Wenbing Lv, Bingbing He, Yujun Ma
Published: 202510.1088/1361-6560/ae19c6
Abstract
Objective.Accurate medical image classification is crucial for improving diagnostic efficiency and reliability. However, existing approaches face significant challenges in modeling global dependencies, balancing fine-grained and coarse-grained featur…
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