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DeepTaylorLayers

Deep Taylor Decomposition implemented in Tensorflow

Install / Use

/learn @LarsDu/DeepTaylorLayers
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

DeepTaylorLayers

Lawrence Du Written in 2016

An implementation of DeepTaylor decomposition (https://www.sciencedirect.com/science/article/pii/S0031320316303582) using Tensorflow.

Useful for creating heatmaps of Convolutional Neural Networks (CNN) for visualizing the strengths of certain pixels in making a classification decision.

Example of usage is under demos/mnist_example1.py

To train:

cd demos
python mnist_example1.py --mode=train

To visualize results:

python mnist_example1.py --mode=visualize

Example image 5 Example image 9

Related Skills

View on GitHub
GitHub Stars4
CategoryDevelopment
Updated3y ago
Forks0

Languages

Python

Security Score

70/100

Audited on Jul 11, 2022

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