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Adriano Lucieri
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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
762020
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
492022
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
402021
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
392021
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
242020
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
192022
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
142021
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
132020
Privacy Meets Explainability: A Comprehensive Impact Benchmark
S Saifullah, D Mercier, A Lucieri, A Dengel, S Ahmed
arXiv preprint arXiv:2211.04110, 2022
102022
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
92021
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
82020
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, ...
52021
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
52019
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
32022
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
22022
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, 2023
12023
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
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