https://github.com/fitushar/3d-grad-cam

This repo contains Grad-CAM for 3D volumes.
https://github.com/fitushar/3d-grad-cam

3d-grad-cam 3d-models 3d-visualization-model cnn cnn-visualization gcam grad-cam gradient-visualization tensorflow2 tensorflow2-models

Last synced: about 1 year ago
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This repo contains Grad-CAM for 3D volumes.

• Host: GitHub
• URL: https://github.com/fitushar/3d-grad-cam
• Owner: fitushar
• Created: 2020-01-18T02:47:25.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2020-08-26T07:10:42.000Z (almost 6 years ago)
• Last Synced: 2025-04-17T01:37:48.389Z (about 1 year ago)
• Topics: 3d-grad-cam, 3d-models, 3d-visualization-model, cnn, cnn-visualization, gcam, grad-cam, gradient-visualization, tensorflow2, tensorflow2-models
• Language: Jupyter Notebook
• Size: 643 KB
• Stars: 79
• Watchers: 3
• Forks: 13
• Open Issues: 3
• Metadata Files:
  • Readme: README.md

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README

          
# 3D-Grad-CAM

Grad-CAM is a nice way to visualize what is your CNN model is actually looking for the prediction of the class with respect to the epecific Layer.

You can also have a look updated repo "3D-GuidedGradCAM-for-Medical-Imaging" : https://github.com/fitushar/3D-GuidedGradCAM-for-Medical-Imaging

This repo contains a code to visualize Grad-CAM using Tensorflow 2.0. To know more about Grad-CAM please read this paper https://arxiv.org/pdf/1610.02391.pdf

![GradCAM](https://github.com/fitushar/3D-Grad-CAM/blob/master/Figure/Grad-CAM.png)

# System requirement

- python 3

- Tenorflow 2.0

- OpenCV

- Matplot