LarsDu/DeepTaylorLayers

Deep Taylor Decomposition implemented in Tensorflow

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