/keras-salient-object-visualisation

Keras implementation of nvidia paper 'Explaining How a Deep Neural Network Trained with End-to-End Learning Steers a Car'.

Primary LanguageJupyter NotebookApache License 2.0Apache-2.0

[DEPRECATED] keras-salient-object-visualization

This implementation is obsolete. Please consider using more advanced prediction explainability tools, e.g., https://github.com/slundberg/shap

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Keras implementation of nvidia paper 'Explaining How a Deep Neural Network Trained with End-to-End Learning Steers a Car'. The goal of the visualization is to explain what Donkey Car (https://github.com/wroscoe/donkey) learns and how it makes its decisions. The central idea in discerning the salient objects is finding parts of the image that correspond to locations where the feature maps of CNN layers have the greatest activations.

Original paper: https://arxiv.org/pdf/1704.07911.pdf