Advanced grad-CAM extensions for interpretable aphasia speech keyword classification: Bridging the gap in impaired speech with XAI

Advanced grad-CAM extensions for interpretable aphasia speech keyword classification: Bridging the gap in impaired speech with XAI

Aphasia, a language disorder caused by brain injury, presents significant speech recognition and classification challenges due to irregular speech patterns. While the standard Grad-CAM (Gradient-weighted Class Activation Mapping) technique is widely used for model interpretation, its application to...

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Bibliographic Details
Main Authors: Gowri Prasood Usha, John Sahaya Rani Alex
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Results in Engineering
Subjects:
Aphasia
Grad-CAM
Explainable AI
XAI
Speech recognition
Spoken keyword classification
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123024016669
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