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Make image refs relative
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hummat authored Dec 9, 2024
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## Overview
This repository contains code for the following saliency techniques:
### 1. Vanilla Gradients
![gradient](images/gradient.png)
![gradient](https://github.com/hummat/saliency/blob/master/images/gradient.png)
### 2. Guided Backpropogation (with Smoothgrad)
![guided](images/guided_backrop_smoothgrad.png)
![guided](https://github.com/hummat/saliency/blob/master/images/guided_backrop_smoothgrad.png)
### 3. Integrated Gradients
![integrated](images/integrated_gradient.png)
![integrated](https://github.com/hummat/saliency/blob/master/images/integrated_gradient.png)
### 4. (Guided) Grad-CAM
![gradcam](images/guided_grad_cam.png)
![gradcam](https://github.com/hummat/saliency/blob/master/images/guided_grad_cam.png)
### 5. XRAI
![xrai](images/xrai.png)
![xrai](https://github.com/hummat/saliency/blob/master/images/xrai.png)

## Remarks
The methods should work with all models from the [torchvision](https://github.com/pytorch/vision) package. Tested models so far are:
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