Systematic Integration of Attention Modules into CNNs for Accurate and Generalizable Medical Image Classification

Deep learning has demonstrated significant promise in medical image analysis; however, standard CNNs frequently encounter challenges in detecting subtle and intricate features vital for accurate diagnosis. To address this limitation, we systematically integrated attention mechanisms into five common...

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Bibliografiske detaljer

Principais autores:	Zahid Ullah, Minki Hong, Tahir Mahmood, Jihie Kim
Format:	Artigo
Sprog:	Inglês
Udgivet:	MDPI AG 2025-11-01
Serier:	Mathematics
Fag:	squeeze and excitation attention mechanism convolutional neural networks medical image classification
Online adgang:	https://www.mdpi.com/2227-7390/13/22/3728
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