Add the Attention mechanism for producing heatmaps output from the neural network

Question

Can i know Add the Attention mechanism for producing heatmaps output from the neural network

Answer 1

The attention mechanism in a neural network can generate heatmaps by highlighting important regions in the input image, aiding in interpretability and focus.

Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Applies attention over CNN feature maps, creating an interpretable heatmap.
• Uses a softmax-normalized attention mask, highlighting important regions.
• Extracts global features via pooling, aiding in classification.
• Visualizes heatmaps using Matplotlib, showcasing model attention on input.

Hence, the attention mechanism enables heatmap generation by highlighting essential image regions, improving interpretability and aiding in Optical Character Recognition (OCR).