Four Transformer-Based Deep Learning Classifiers Embedded with an Attention U-Net-Based Lung Segmenter and Layer-Wise Relevance Propagation-Based Heatmaps for COVID-19 X-ray Scans

<i>Background</i>: Diagnosing lung diseases accurately is crucial for proper treatment. Convolutional neural networks (CNNs) have advanced medical image processing, but challenges remain in their accurate explainability and reliability. This study combines U-Net with attention and Vision Transformer...

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Principais autores:	Siddharth Gupta, Arun K. Dubey, Rajesh Singh, Mannudeep K. Kalra, Ajith Abraham, Vandana Kumari, John R. Laird, Mustafa Al-Maini, Neha Gupta, Inder Singh, Klaudija Viskovic, Luca Saba, Jasjit S. Suri
Format:	Artigo
Jezik:	Inglês
Izdano:	MDPI AG 2024-07-01
Serija:	Diagnostics
Teme:	chest X-ray segmentation attention mechanisms vision transformers convolutional neural networks layer-wise relevance propagation
Online dostop:	https://www.mdpi.com/2075-4418/14/14/1534
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