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Efficient Layer-Wise N:M Sparse CNN Accelerator with Flexible SPEC: Sparse Processing Element Clusters

Recently, the layer-wise N:M fine-grained sparse neural network algorithm (i.e., every M-weights contains N non-zero values) has attracted tremendous attention, as it can effectively reduce the computational complexity with negligible accuracy loss. However, the speed-up potential of this algorithm...

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Detalles Bibliográficos
Autores principales: Xie, Xiaoru, Zhu, Mingyu, Lu, Siyuan, Wang, Zhongfeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10057003/
https://www.ncbi.nlm.nih.gov/pubmed/36984936
http://dx.doi.org/10.3390/mi14030528