Articles with "analysis retraining" as a keyword



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Supporting Deep Neural Network Safety Analysis and Retraining Through Heatmap-Based Unsupervised Learning

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Published in 2021 at "IEEE Transactions on Reliability"

DOI: 10.1109/tr.2021.3074750

Abstract: Deep neural networks (DNNs) are increasingly important in safety-critical systems, for example, in their perception layer to analyze images. Unfortunately, there is a lack of methods to ensure the functional safety of DNN-based components. We… read more here.

Keywords: heatmap based; safety analysis; deep neural; analysis retraining ... See more keywords