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by Conor O'Sullivan • Published June 17, 2025 at 05:52 AM
Research

Grad-CAM from Scratch with PyTorch Hooks

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The article explores the implementation of Grad-CAM (Gradient-weighted Class Activation Mapping) from scratch using PyTorch hooks, providing a practical approach to explainable AI (XAI). This technique enhances transparency by visualizing the regions of an input image that influence a CNN's decision, thereby improving interpretability and trust in deep learning models.

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