Improved interpretability for computer-aided severity assessment of retinopathy of prematurity

Mara Graziani; James M. Brown; Vincent Andrearczyk; Veysi Yildiz; J. Peter Campbell; Deniz Erdogmus; Stratis Ioannidis; Michael F. Chiang; Jayashree Kalpathy-Cramer; Henning Müller

doi:10.1117/12.2512584

13 March 2019 Improved interpretability for computer-aided severity assessment of retinopathy of prematurity

Mara Graziani, James M. Brown, Vincent Andrearczyk, Veysi Yildiz, J. Peter Campbell, Deniz Erdogmus, Stratis Ioannidis, Michael F. Chiang, Jayashree Kalpathy-Cramer, Henning Müller

Author Affiliations +

Proceedings Volume 10950, Medical Imaging 2019: Computer-Aided Diagnosis; 109501R (2019) https://doi.org/10.1117/12.2512584
Event: SPIE Medical Imaging, 2019, San Diego, California, United States

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Citing works (8 citations)

1. Mara Graziani, Vincent Andrearczyk, Stéphane Marchand-Maillet et al., "Concept attribution: Explaining CNN decisions to physicians", Computers in biology and medicine 123, pg. 103865, (2020); doi:10.1016/j.compbiomed.2020.103865 Lens.org
2. Mara Graziani, Thomas Lompech, Henning Müller et al., "On the Scale Invariance in State of the Art CNNs Trained on ImageNet", Machine Learning and Knowledge Extraction 3(2), pg. 374, (2021); doi:10.3390/make3020019 Lens.org
3. Adriano Lucieri, Muhammad Naseer Bajwa, Andreas Dengel et al., "Achievements and Challenges in Explaining Deep Learning based Computer-Aided Diagnosis Systems.", arXiv: Artificial Intelligence , pg. , (2020); doi: Lens.org
4. Adriano Lucieri, Muhammad Naseer Bajwa, Stephan Alexander Braun et al., "On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors", arXiv: Learning , pg. , (2020); doi: Lens.org
5. Adriano Lucieri, Muhammad Naseer Bajwa, Stephan Alexander Braun et al., "IJCNN - On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors", 2020 International Joint Conference on Neural Networks (IJCNN) , pg. 1, (2020); doi:10.1109/ijcnn48605.2020.9206946 Lens.org
6. Mara Graziani, Henning Müller, Vincent Andrearczyk, "ICCV Workshops - Interpreting Intentionally Flawed Models with Linear Probes", 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) , pg. 743, (2019); doi:10.1109/iccvw.2019.00096 Lens.org
7. Adriano Lucieri, Muhammad Naseer Bajwa, Andreas Dengel et al., "Explaining AI-based Decision Support Systems using Concept Localization Maps", arXiv: Learning , pg. , (2020); doi: Lens.org
8. Mara Graziani, Vincent Andrearczyk, Henning Müller, "Visualizing and Interpreting Feature Reuse of Pretrained CNNs for Histopathology", , pg. , (2019); doi: Lens.org

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