Revisiting convolutional design for efficient CNN architectures in edge-aware applications.

Sci Rep · 2025 · PMC12728162 · PMID 41309896

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a clear trendno p-value reported

9 across Raspberry Pi 5, Coral Dev Board, and Jetson Nano reveals a clear trend: the proportional runtime share of convolution operations decreases progressively, while that of depthwise convolutions increases (18% 28% 33%).

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