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English(EN) Low-Power License Plate Detection and Recognition on a RISC-V Multi-Core MCU-Based Vision System

低功耗RISC-V MCU实现高精度车牌识别

作者 PulseAugur 编辑部 · [1 个来源] ·

研究人员开发了一种新颖的、低功耗的自动车牌识别（ALPR）系统，该系统使用RISC-V多核微控制器。该系统由一个9核GAP8处理器驱动，集成了使用SSDLite-MobilenetV2的车牌检测和使用LPRNet的光学字符识别。它在公共数据集上实现了38.9%的检测mAP和超过99.13%的识别准确率，同时仅消耗117 mW的功率，运行速度为1.09 FPS。该设计比以前的移动级ALPR系统能效高出73倍。 AI

影响 证明了在低功耗边缘设备上运行复杂AI模型的可行性，可能为广泛的嵌入式视觉应用带来可能。

排序理由 详细介绍在MCU上进行车牌识别新颖系统的论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.CV 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

低功耗RISC-V MCU实现高精度车牌识别

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详细介绍在MCU上进行车牌识别新颖系统的论文。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.CV TIER_1 English(EN) · Lorenzo Lamberti, Manuele Rusci, Marco Fariselli, Francesco Paci, Luca Benini ·

    基于RISC-V多核MCU的视觉系统上的低功耗车牌检测与识别

    arXiv:2607.09768v1 Announce Type: new Abstract: In this paper, we present the first (to the best of our knowledge) demonstration of a low-power MCU-based edge device for Automatic License Plate Recognition (ALPR). The design leverages on a 9-core RISC-V processor, GAP8, coupled w…

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