Testing the robustness of attribution methods for convolutional neural
networks in MRI-based Alzheimer's disease classification

Testing the robustness of attribution methods for convolutional neural networks in MRI-based Alzheimer's disease classification

19 September 2019

Papers citing "Testing the robustness of attribution methods for convolutional neural networks in MRI-based Alzheimer's disease classification"

12 / 12 papers shown

Title
Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation Fabian Eitel Emily Soehler J. Bellmann-Strobl A. Brandt K. Ruprecht ... M. Weygandt J. Haynes M. Scheel Friedemann Paul K. Ritter 46 132 0 18 Apr 2019
Sanity Checks for Saliency Maps Julius Adebayo Justin Gilmer M. Muelly Ian Goodfellow Moritz Hardt Been Kim FAtt AAML XAI 123 1,965 0 08 Oct 2018
End-To-End Alzheimer's Disease Diagnosis and Biomarker Identification S. Esmaeilzadeh D. Belivanis K. Pohl Ehsan Adeli MedIm 39 96 0 01 Oct 2018
Visualizing Convolutional Networks for MRI-based Diagnosis of Alzheimer's Disease J. Rieke Fabian Eitel M. Weygandt J. Haynes K. Ritter FAtt 47 86 0 08 Aug 2018
On the Robustness of Interpretability Methods David Alvarez-Melis Tommi Jaakkola 76 526 0 21 Jun 2018
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 278 2,262 0 24 Jun 2017
Learning Important Features Through Propagating Activation Differences Avanti Shrikumar Peyton Greenside A. Kundaje FAtt 188 3,869 0 10 Apr 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 175 5,986 0 04 Mar 2017
Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification Sergey Korolev Amir Safiullin Mikhail Belyaev Yulia Dodonova MedIm 36 367 0 23 Jan 2017
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 240 4,667 0 21 Dec 2014
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 301 7,289 0 20 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 563 15,874 0 12 Nov 2013