Giter Club home page Giter Club logo

salient-relevance-propagation's Introduction

Salient-Relevance-Propagation

PyTorch implementation of Layer-wise Relevance Propagation based on this tutorial, which is used in this paper Beyond Saliency: Understanding Convolutional Neural Networks from Saliency Prediction on Layer-Wise Relevance Propagation.
We also applies context-aware saliency detection which is available here.

Prerequisites

  • Python 3.x
  • PyTorch
  • Jupyter Notebook
  • pre-trained VGG-Face model
    PyTorch does not provide a pre-trained VGG-Face model. But you can download a Torch model from here and then convert it to a PyTorch model using this tool.
  • Large Scale Visual Recognition Challenge 2012 (ILSVRC2012) validation dataset

Citation

If you use this code for your research, please cite our paper Beyond Saliency: Understanding Convolutional Neural Networks from Saliency Prediction on Layer-Wise Relevance Propagation

@article{li2019beyond,
  title={Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation},
  author={Li, Heyi and Tian, Yunke and Mueller, Klaus and Chen, Xin},
  journal={Image and Vision Computing},
  year={2019},
  publisher={Elsevier}
}

salient-relevance-propagation's People

Contributors

hey1li avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.