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A parallel ring streaming dataflow based convolution array architecture for CNN accelerator

Published in IEEE Embedded Systems Letters • Jan 1, 2025
NobleIDNI3P40W92R27S44
Authors:
Punyesh Kumar Jha
,
Satyam Shukla
,
Kailash Chandra Ray

Abstract

Recent advancements in machine learning and AI have significantly increased the demand for Convolutional Neural Networks (CNNs) due to their high accuracy and robustness. However, CNNs are computationally intensive, posing challenges for resource-constrained applications. Modern CNN models require b...

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