On interpretability of deep learning based skin lesion classifiers using concept activation vectors A Lucieri, MN Bajwa, SA Braun, MI Malik, A Dengel, S Ahmed 2020 International Joint Conference on Neural Networks (IJCNN), 1-10, 2020 | 75 | 2020 |
ExAID: A multimodal explanation framework for computer-aided diagnosis of skin lesions A Lucieri, MN Bajwa, SA Braun, MI Malik, A Dengel, S Ahmed Computer Methods and Programs in Biomedicine 215, 106620, 2022 | 50 | 2022 |
XAI Handbook: Towards a Unified Framework for Explainable AI S Palacio, A Lucieri, M Munir, S Ahmed, J Hees, A Dengel Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 43 | 2021 |
Co-design of a trustworthy AI system in healthcare: deep learning based skin lesion classifier RV Zicari, S Ahmed, J Amann, SA Braun, J Brodersen, F Bruneault, ... Frontiers in Human Dynamics 3, 688152, 2021 | 41 | 2021 |
Explaining AI-based Decision Support Systems using Concept Localization Maps A Lucieri, MN Bajwa, A Dengel, S Ahmed International Conference on Neural Information Processing, 185-193, 2020 | 23 | 2020 |
Holistic multi-class classification & grading of diabetic foot ulcerations from plantar thermal images using deep learning S Muralidhara, A Lucieri, A Dengel, S Ahmed Health Information Science and Systems 10 (1), 21, 2022 | 21 | 2022 |
Evaluating privacy-preserving machine learning in critical infrastructures: A case study on time-series classification D Mercier, A Lucieri, M Munir, A Dengel, S Ahmed IEEE Transactions on Industrial Informatics 18 (11), 7834-7842, 2021 | 14 | 2021 |
Achievements and Challenges in Explaining Deep Learning based Computer-Aided Diagnosis Systems A Lucieri, MN Bajwa, A Dengel, S Ahmed arXiv preprint arXiv:2011.13169, 2020 | 13 | 2020 |
Deep Learning Based Decision Support for Medicine--A Case Study on Skin Cancer Diagnosis A Lucieri, A Dengel, S Ahmed arXiv preprint arXiv:2103.05112, 2021 | 12 | 2021 |
Privacy Meets Explainability: A Comprehensive Impact Benchmark S Saifullah, D Mercier, A Lucieri, A Dengel, S Ahmed arXiv preprint arXiv:2211.04110, 2022 | 10 | 2022 |
Benchmarking deep learning models for classification of book covers A Lucieri, H Sabir, SA Siddiqui, STR Rizvi, BK Iwana, S Uchida, A Dengel, ... SN computer science 1, 1-16, 2020 | 9 | 2020 |
Co-design of a trustworthy AI system in healthcare: deep learning based skin lesion classifier. Front. Hum. Dyn. 3, 40 RV Zicari, S Ahmed, J Amann, SA Braun, J Brodersen, F Bruneault, ... | 5 | 2021 |
Benchmarking Object Detection Networks for Image Based Reference Detection in Document Images STR Rizvi, A Lucieri, A Dengel, S Ahmed 2019 Digital Image Computing: Techniques and Applications (DICTA), 1-8, 2019 | 5 | 2019 |
Erklärbare KI in der medizinischen Diagnose–Erfolge und Herausforderungen A Lucieri, MN Bajwa, A Dengel, S Ahmed Künstliche Intelligenz im Gesundheitswesen: Entwicklungen, Beispiele und …, 2022 | 3 | 2022 |
Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification A Lucieri, F Schmeisser, CP Balada, SA Siddiqui, A Dengel, S Ahmed Annual Conference on Medical Image Understanding and Analysis, 46-61, 2022 | 3 | 2022 |
Translating theory into practice: assessing the privacy implications of concept-based explanations for biomedical AI A Lucieri, A Dengel, S Ahmed Frontiers in Bioinformatics 3, 1194993, 2023 | 2 | 2023 |
Generating Counterfactual Trajectories with Latent Diffusion Models for Concept Discovery P Varshney, A Lucieri, C Balada, A Dengel, S Ahmed arXiv preprint arXiv:2404.10356, 2024 | | 2024 |
DIN SPEC 92001-3 Artificial Intelligence-Life Cycle Processes and Quality Requirements-Part 3: Explainability D Olschewski, A Bluhm, J Firnkorn, A Lucieri, S Palacio, Y Streppel, ... Beuth Verlag, 2023 | | 2023 |
PPML-TSA: A modular privacy-preserving time series classification framework D Mercier, A Lucieri, M Munir, A Dengel, S Ahmed Software Impacts 12, 100286, 2022 | | 2022 |