Publications

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Payal Varshney; Adriano Lucieri; Christoph Peter Balada; Andreas Dengel; Sheraz Ahmed
Pattern Recognition, 27th International Conference, ICPR 2024 Kolkata, India, December 1-5, 2024 Proceedings, Part XII
In: Apostolos Antonacopoulos; Subhasis Chaudhuri; Rama Chellappa; Cheng-Lin Liu; Saumik Bhattacharya; Umapada Pal (Hrsg.). Pattern Recognition 27th International Conference, ICPR 2024 Kolkata, India, December 1–5, 2024 Proceedings, Part XII. International Conference on Pattern Recognition (ICPR-2024), located at 27th International Conference, ICPR 2024, December 1-5, Kolkata, India, DFKI Research Reports (RR), ISBN 978-3-031-78198-8, Springer Nature Link, Cham, 12/2024.
Saifullah Saifullah; Dominique Mercier; Adriano Lucieri; Andreas Dengel; Sheraz Ahmed
The privacy-explainability trade-off: unraveling the impacts of differential privacy and federated learning on attribution methods
In: Frontiers in Artificial Intelligence (Front. Artif. Intell.), Vol. 7, Pages 1-26, Frontiers, 7/2024.
Adriano Lucieri; Andreas Dengel; Sheraz Ahmed
Translating theory into practice: assessing the privacy implications of concept-based explanations for biomedical AI
In: Juan Guillermo Diaz Ochoa (Hrsg.). Frontiers in Bioinformatics, Vol. 3, Pages 1-19, Frontiers Media SA, 7/2023.
Adriano Lucieri; Fabian Schmeisser; Christoph Peter Balada; Muhammad Shoaib Ahmed Siddiqui; Andreas Dengel; Sheraz Ahmed
Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification
In: Guang Yang; Angelica Aviles-Rivero; Michael Roberts; Carola-Bibiane Schönlieb (Hrsg.). Annual Conference on Medical Image Understanding and Analysis - MIUA 2022. Medical Image Understanding and Analysis (MIUA-2022), July 27-29, Cambridge, United Kingdom, Pages 46-61, LNCS, Vol. 13413, ISBN 978-3-031-12052-7, Springer, Cham, 7/2022.
Dominique Mercier; Adriano Lucieri; Mohsin Munir; Andreas Dengel; Sheraz Ahmed
PPML-TSA: A modular privacy-preserving time series classification framework
In: Software Impacts (SIMPA), Vol. 1, Pages 1-10, Elsevier, 4/2022.
Adriano Lucieri; Muhammad Naseer Bajwa; Stephan Alexander Braun; Muhammad Imran Malik; Andreas Dengel; Sheraz Ahmed
ExAID: A Multimodal Explanation Framework for Computer-Aided Diagnosis of Skin Lesions
In: Filippo Molinari; Moi Hoon Yap (Hrsg.). Computer Methods and Programs in Biomedicine (CMPB), Vol. 1, Pages 1-12, Elsevier, Amsterdam, 2022.
Dominique Mercier; Adriano Lucieri; Mohsin Munir; Andreas Dengel; Sheraz Ahmed
Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification
In: IEEE Transactions on Industrial Informatics, Vol. 18, No. 11, Pages 7834-7842, IEEE, 11/2021.
Sebastian Palacio; Adriano Lucieri; Mohsin Munir; Sheraz Ahmed; Jörn Hees; Andreas Dengel
XAI Handbook: Towards a Unified Framework for Explainable AI
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops. International Conference on Computer Vision (ICCV-2021), Online, Computer Vision Foundation, 10/2021.
Roberto V. Zicari; Sheraz Ahmed; Julia Amann; Stephan Alexander Braun; John Brodersen; Frédérick Bruneault; James Brusseau; Erik Campano; Megan Coffee; Andreas Dengel; Boris Düdder; Alessio Gallucci; Thomas Krendl Gilbert; Philippe Gottfrois; Emmanuel Goffi; Christoffer Bjerre Haase; Thilo Hagendorff; Eleanore Hickman; Elisabeth Hildt; Sune Holm; Pedro Kringen; Ulrich Kühne; Adriano Lucieri; Vince I. Madai; Pedro A. Moreno-Sánchez; Oriana Medlicott; Matiss Ozols; Eberhard Schnebel; Andy Spezzatti; Jesmin Jahan Tithi; Steven Umbrello; Dennis Vetter; Holger Volland; Magnus Westerlund; Renee Wurth
Co-Design of a Trustworthy AI System in Healthcare: Deep Learning Based Skin Lesion Classifier
In: Remo Pareschi (Hrsg.). Frontiers in Human Dynamics, Vol. 3, Pages 1-40, Frontiers Media S.A. Lausanne, 7/2021.
Adriano Lucieri; Andreas Dengel; Sheraz Ahmed
Deep Learning Based Decision Support for Medicine -- A Case Study on Skin Cancer Diagnosis
In: ArXiv e-prints (arxiv), Vol. 1, Pages 1-29, arXiv, 3/2021.