Poly-CAM: High resolution Class Activation Map for Convolutional Neural Networks
Alexandre Englebert,
Olivier Cornu,
Christophe De Vleeschouwer
Abstract:The demand for explainable AI continues to rise alongside advancements in deep learning technology. Existing methods such as convolutional neural networks often struggle to accurately pinpoint the image features justifying a network's prediction due to low-resolution saliency maps (e.g., CAM), smooth visualizations from perturbation-based techniques, or numerous isolated peaky spots in gradient-based approaches. In response, our work seeks to merge information from earlier and later layers within the network t… Show more
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