Understanding-age-gender-deep-learning-models


Institutions :
Fraunhofer Heinrich Hertz Institute, TU Berli
Authors :
Sebastian Lapuschkin, Alexander Binder, Klaus-Robert Muller, Wojciech Samek
Publication :
Understanding and Comparing Deep Neural Networks
Source Code :
https://github.com/sebastian-lapuschkin/understanding-age-gender-deep-learning-models


iNNvestigate neural networks


Institutions :
TU Berlin, Fraunhofer Heinrich Hertz Institut
Authors :
Maximilian Alber, Sebastian Lapuschkin, Philipp Seegerer, Miriam Hägele, Kristof T. Schütt, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller, Sven Dähne, Pieter-Jan Kindermans
Publication :
iNNvestigate neural networks!
Source Code :
https://github.com/albermax/innvestigate
Further Info :
https://innvestigate.readthedocs.io/en/latest/


Network Dissection


Institutions :
MIT
Authors :
David Bau, Bolei Zhou, Aditya Khosla, Aude Oliva, Antonio Torralba
Publication :
Network Dissection: Quantifying Interpretability of Deep Visual Representations
Source Code :
https://github.com/CSAILVision/NetDissect
Further Info :
http://netdissect.csail.mit.edu/co


PatternNet and PatternAttribution


Institutions :
Google Brain, TU Berlin
Authors :
Pieter-Jan Kindermans, Kristof T. Schutt & Maximilian Alber, K-R. Müller, Dumitru Erhan & Been Kim, Sven Dahne
Publication :
LEARNING HOW TO EXPLAIN NEURAL NETWORKS: PATTERNNET AND PATTERNATTRIBUTION
Source Code :
https://openreview.net/pdf?id=Hkn7CBaTW