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20222024
most citedAccelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime

3 citations · 6 across the 6 of their papers we have counts for

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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.CV2022★ 3 cited

QReg: On Regularization Effects of Quantization

MohammadHossein AskariHemmat, Reyhane Askari Hemmat, Alex Hoffman +6

In this paper we study the effects of quantization in DNN training. We hypothesize that weight quantization is a form of regularization and the amount of regularization is correlat…