Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders

Hristina Uzunova, Jan Ehrhardt, Timo Kepp, Heinz Handels. Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders. In Heinz Handels, Thomas M. Deserno, Andreas K. Maier, Klaus Hermann Maier-Hein, Christoph Palm, Thomas Tolxdorff, editors, Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 17. bis 19. März 2019 in Lübeck. Informatik Aktuell, pages 197, Springer Vieweg, 2019. [doi]

@inproceedings{UzunovaEKH19,
  title = {Abstract: Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders},
  author = {Hristina Uzunova and Jan Ehrhardt and Timo Kepp and Heinz Handels},
  year = {2019},
  doi = {10.1007/978-3-658-25326-4_42},
  url = {https://doi.org/10.1007/978-3-658-25326-4_42},
  researchr = {https://researchr.org/publication/UzunovaEKH19},
  cites = {0},
  citedby = {0},
  pages = {197},
  booktitle = {Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 17. bis 19. März 2019 in Lübeck},
  editor = {Heinz Handels and Thomas M. Deserno and Andreas K. Maier and Klaus Hermann Maier-Hein and Christoph Palm and Thomas Tolxdorff},
  series = {Informatik Aktuell},
  publisher = {Springer Vieweg},
  isbn = {978-3-658-25326-4},
}