Testing the Robustness of Attribution Methods for Convolutional Neural Networks in MRI-Based Alzheimer’s Disease Classification

Author:

Eitel Fabian, ,Ritter Kerstin

Publisher

Springer International Publishing

Reference18 articles.

1. Adebayo, J., Gilmer, J., Muelly, M., Goodfellow, I., Hardt, M., Kim, B.: Sanity checks for saliency maps. In: Bengio, S., Wallach, H., Larochelle, H., Grauman, K., Cesa-Bianchi, N., Garnett, R. (eds.) Advances in Neural Information Processing Systems 31, pp. 9505–9515. Curran Associates, Inc. (2018), http://papers.nips.cc/paper/8160-sanity-checks-for-saliency-maps.pdf

2. Alvarez-Melis, D., Jaakkola, T.S.: On the robustness of interpretability methods. arXiv preprint arXiv:1806.08049 (2018)

3. Bach, S., Binder, A., Montavon, G., Klauschen, F., Müller, K.R., Samek, W.: On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation. PLoS ONE 10(7), 1–46 (2015). https://doi.org/10.1371/journal.pone.0130140

4. Bakker, R., Tiesinga, P., Kötter, R.: The scalable brain atlas: instant web-based access to public brain atlases and related content. Neuroinformatics 13(3), 353–366 (2015)

5. Böhle, M., Eitel, F., Weygandt, M., Ritter, K.: Layer-wise relevance propagation for explaining deep neural network decisions in MRI-based Alzheimer’s disease classification. Front. Aging Neurosci. 11, 194 (2019). https://doi.org/10.3389/fnagi.2019.00194. https://www.frontiersin.org/article/10.3389/fnagi.2019.00194

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