https://github.com/soumik12345/gradcam

Tensorflow 2.2.0 implementation of GradCam
https://github.com/soumik12345/gradcam

deep-learning explainable-ai gradcam tensorflow tensorflow2

Last synced: about 1 year ago
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Tensorflow 2.2.0 implementation of GradCam

• Host: GitHub
• URL: https://github.com/soumik12345/gradcam
• Owner: soumik12345
• Created: 2020-05-13T14:03:53.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2022-12-08T09:52:10.000Z (over 3 years ago)
• Last Synced: 2025-05-12T13:14:28.459Z (about 1 year ago)
• Topics: deep-learning, explainable-ai, gradcam, tensorflow, tensorflow2
• Language: Jupyter Notebook
• Homepage: https://arxiv.org/pdf/1610.02391.pdf
• Size: 20.9 MB
• Stars: 9
• Watchers: 2
• Forks: 0
• Open Issues: 7
• Metadata Files:
  • Readme: README.md

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README

          
# GradCam

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/soumik12345/GradCam/master)

[![HitCount](http://hits.dwyl.com/soumik12345/GradCam.svg)](http://hits.dwyl.com/soumik12345/GradCam)

Tensorflow 2.2.0 Implementation of **Gradient Class Activation Maps** or **GradCam** as proposed by the paper [Grad-CAM: Visual Explanations from Deep Networks

via Gradient-based Localization](https://arxiv.org/pdf/1610.02391.pdf).

## Results

Cats through the eyes of VGG19 :P



### VGG16

![](./assets/plots/cat_vgg16.png)

![](./assets/plots/dog_vgg16.png)

![](./assets/plots/hare_vgg16.png)

![](./assets/plots/mosque_vgg16.png)

![](./assets/plots/mushroom_vgg16.png)

![](./assets/plots/rifle_vgg16.png)

![](./assets/plots/teapot_vgg16.png)

![](./assets/plots/vulture_vgg16.png)

### VGG19

![](./assets/plots/cat_vgg19.png)

![](./assets/plots/dog_vgg19.png)

![](./assets/plots/hare_vgg19.png)

![](./assets/plots/mosque_vgg19.png)

![](./assets/plots/mushroom_vgg19.png)

![](./assets/plots/rifle_vgg19.png)

![](./assets/plots/teapot_vgg19.png)

![](./assets/plots/vulture_vgg19.png)

### ResNet 50

![](./assets/plots/cat_resnet50.png)

![](./assets/plots/dog_resnet50.png)

![](./assets/plots/hare_resnet50.png)

![](./assets/plots/mosque_resnet50.png)

![](./assets/plots/mushroom_resnet50.png)

![](./assets/plots/rifle_resnet50.png)

![](./assets/plots/teapot_resnet50.png)

![](./assets/plots/vulture_resnet50.png)

### ResNet 101

![](./assets/plots/cat_resnet101.png)

![](./assets/plots/dog_resnet101.png)

![](./assets/plots/hare_resnet101.png)

![](./assets/plots/mosque_resnet101.png)

![](./assets/plots/mushroom_resnet101.png)

![](./assets/plots/rifle_resnet101.png)

![](./assets/plots/teapot_resnet101.png)

![](./assets/plots/vulture_resnet101.png)