Are CNNs reliable enough for critical applications? An exploratory study - Archive ouverte HAL
Article Dans Une Revue IEEE Design & Test Année : 2020

Are CNNs reliable enough for critical applications? An exploratory study

Résumé

Resource-constrained CNN implementations are subject to various reliability threats. This article provides an exploratory study investigating the impact of faults (soft errors modeled as bit flips) across the parameters of CNNs and the impact on the CNN weights, which can be used to create reliability-aware design guidelines. -Theocharis Theocharides, University of Cyprus -Muhammad Shafique, Technische Universitat Wien
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hal-03321520 , version 1 (21-11-2024)

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Mohamed Ayoub Neggaz, Ihsen Alouani, Smail Niar, Fadi Kurdahi. Are CNNs reliable enough for critical applications? An exploratory study. IEEE Design & Test, 2020, 37 (2), pp.76-83. ⟨10.1109/MDAT.2019.2952336⟩. ⟨hal-03321520⟩
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