Publications

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Ho Minh Duy Nguyen; Duy M. Nguyen; Huong Vu; Binh T. Nguyen; Fabrizio Nunnari; Daniel Sonntag
An Attention Mechanism using Multiple Knowledge Sources for COVID-19 Detection from CT Images
In: The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21). AAAI Conference on Artificial Intelligence (AAAI), Workshop on Trustworthy …
Ellák Somfai; Benjámin Baffy; Kristian Fenech; Changlu Guo; Rita Hosszú; Dorina Korózs; Fabrizio Nunnari; Marcell Pólik; Daniel Sonntag; Attila Ulbert; András Lorincz
Minimizing false negative rate in melanoma detection and providing insight into the causes of classification
In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2102.09199, Pages 1-14, arXiv, 2021.
Fabrizio Nunnari; Daniel Sonntag
A Software Toolbox for Deploying Deep Learning Decision Support Systems with XAI Capabilities
In: Companion of the 2021 ACM SIGCHI Symposium on Engineering Interactive Computing Systems. ACM SIGCHI Symposium on Engineering Interactive Computing …
Fabrizio Nunnari; Md Abdul Kadir; Daniel Sonntag
On the Overlap Between Grad-CAM Saliency Maps and Explainable Visual Features in Skin Cancer Images
In: Andreas Holzinger; Peter Kieseberg; A. Min Tjoa; Edgar Weippl (Hrsg.). Machine Learning and Knowledge Extraction. International IFIP Cross Domain …
Fabrizio Nunnari; Hasan Md Tusfiqur Alam; Daniel Sonntag
Anomaly Detection for Skin Lesion Images Using Replicator Neural Networks
In: Andreas Holzinger; Peter Kieseberg; A. Min Tjoa; Edgar Weippl (Hrsg.). Machine Learning and Knowledge Extraction. International IFIP Cross Domain …
Fabrizio Nunnari; Abraham Ezema; Daniel Sonntag
Crop It, but Not Too Much: The Effects of Masking on the Classification of Melanoma Images
In: Stefan Edelkamp; Ralf Möller; Elmar Rueckert (Hrsg.). KI 2021: Advances in Artificial Intelligence. German Conference on Artificial Intelligence …
Fabrizio Nunnari; Abraham Ezema; Daniel Sonntag
The effects of masking in melanoma image classification with CNNs towards international standards for image preprocessing
In: 2020 EAI International Symposium on Medical Artificial Intelligence. EAI International Symposium on Medical Artificial Intelligence (MedAI-2020), …
Ho Minh Duy Nguyen; Abraham Ezema; Fabrizio Nunnari; Daniel Sonntag
A Visually Explainable Learning System for Skin Lesion Detection Using Multiscale Input with Attention U-Net
In: KI 2020: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2020), 43rd, September 21-25, Bamberg, Germany, …
Daniel Sonntag; Fabrizio Nunnari; Hans-Jürgen Profitlich
The Skincare project, an interactive deep learning system for differential diagnosis of malignant skin lesions.
Technical Report, BMBF, H2020, DFKI Research Reports (RR), Vol. 1, 5/2020.
Fabrizio Nunnari; Chirag Bhuvaneshwara; Abraham Obinwanne Ezema; Daniel Sonntag
A Study on the Fusion of Pixels and Patient Metadata in CNN-Based Classification of Skin Lesion Images
In: Andreas Holzinger; Peter Kieseberg; A Min Tjoa; Edgar Weippl (Hrsg.). Machine Learning and Knowledge Extraction. International IFIP Cross Domain …