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11/08/2022
Privacy Meets Explainability: A Comprehensive Impact Benchmark
Since the mid-10s, the era of Deep Learning (DL) has continued to this d...
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06/13/2022
Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification
It is generally believed that the human visual system is biased towards ...
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01/04/2022
ExAID: A Multimodal Explanation Framework for Computer-Aided Diagnosis of Skin Lesions
One principal impediment in the successful deployment of AI-based Comput...
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11/29/2021
Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification
With the advent of machine learning in applications of critical infrastr...
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05/14/2021
XAI Handbook: Towards a Unified Framework for Explainable AI
The field of explainable AI (XAI) has quickly become a thriving and prol...
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03/02/2021
Deep Learning Based Decision Support for Medicine – A Case Study on Skin Cancer Diagnosis
Early detection of skin cancers like melanoma is crucial to ensure high ...
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11/26/2020
Achievements and Challenges in Explaining Deep Learning based Computer-Aided Diagnosis Systems
Remarkable success of modern image-based AI methods and the resulting in...
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05/05/2020
On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors
Deep learning based medical image classifiers have shown remarkable prow...
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05/04/2020