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ISBN | 9783031185984 |
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Autor | Abich Geancarlo |
Vydavatel | Springer Nature |
Jazyk | english |
Vazba | Pevná vazba |
Rok vydání | 2023 |
Počet stran | 131 |
This book describes an extensive and consistent soft error assessment of convolutional neural network (CNN) models from different domains through more than 14.8 million fault injections, considering different precision bit-width configurations, optimization parameters, and processor models. The authors also evaluate the relative performance, memory utilization, and soft error reliability trade-offs analysis of different CNN models considering a compiler-based technique w.r.t. traditional redundancy approaches.