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Block-Based Compression and Corresponding Hardware Circuits for Sparse Activations

In a CNN (convolutional neural network) accelerator, to reduce memory traffic and power consumption, there is a need to exploit the sparsity of activation values. Therefore, some research efforts have been paid to skip ineffectual computations (i.e., multiplications by zero). Different from previous...

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Detalles Bibliográficos
Autores principales: Weng, Yui-Kai, Huang, Shih-Hsu, Kao, Hsu-Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8622461/
https://www.ncbi.nlm.nih.gov/pubmed/34833543
http://dx.doi.org/10.3390/s21227468