most citedAccelerating Deep Neural Networks via Semi-Structured Activation Sparsity

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cs.CV2024

MCUBench: A Benchmark of Tiny Object Detectors on MCUs

Sudhakar Sah, Darshan C. Ganji, Matteo Grimaldi +4

We introduce MCUBench, a benchmark featuring over 100 YOLO-based object detection models evaluated on the VOC dataset across seven different MCUs. This benchmark provides detailed…

cs.CV2023★ 1 cited

Accelerating Deep Neural Networks via Semi-Structured Activation Sparsity

Matteo Grimaldi, Darshan C. Ganji, Ivan Lazarevich +1

The demand for efficient processing of deep neural networks (DNNs) on embedded devices is a significant challenge limiting their deployment. Exploiting sparsity in the network's fe…