arXiv:2607.00319cs.CV2026-07

用标准化车牌字符高度估距,单摄像头实现高精度测距。

Calibrated Multichannel Monocular Ranging From Standardized License Plates With Metrology-Exact Validation

论文配图:Calibrated Multichannel Monocular Ranging From Standardized License Plates With Metrology-Exact Validation
图 1 · 摘自论文原文
  • 基于车牌字符高度与已知物理尺寸,单目相机估算距离。
  • 多特征融合与自适应加权,误差低于0.13米。
  • 适合车载安全系统,低成本且抗干扰能力强。

车辆前向距离估计是碰撞预警、自适应巡航和自动紧急制动的基础输入。现有系统依赖雷达、激光雷达或双目相机,成本高、功耗大。本文提出仅用单个普通摄像头,通过标准化的后车牌实现距离估计。美国车牌外框尺寸固定,字符高度受法规约束,变化极小,因此图像中字符高度可直接反映距离(已知相机参数下)。方法(基于字形的单目测距)检测车牌,测量字符高度、笔画宽度与间距,并根据发证州识别对应真实字符高度,结合单帧深度网络与两个安装孔间距,自动降低弱或异常测量权重。距离、变化率及碰撞时间经帧间平滑后,按美国法规触发预警。同一车牌同时提供尺度参考与车辆身份,实现单传感器输出距离、方位与身份信息。该方法不依赖飞行时间或视差,成本低、维护少,可作为容错感知系统的补充,实现误差小于0.13米的高性价比测距。

原文摘要 · Abstract (English)

Estimating the distance to a leading vehicle is a basic input to forward collision warning, adaptive cruise control, and automated emergency braking. Production systems obtain this distance from radar, laser scanners, or stereo camera pairs, which add cost, power draw, and packaging constraints. This paper asks whether a single ordinary camera can recover the same distance by using a target that is standardized in size and present on every road vehicle: the rear license plate. U.S. plates share a fixed outer size and a character height that is set by regulation and varies only narrowly between states, so the height of a plate character in the image is a direct measure of distance once the camera geometry is known. The proposed method (Typography-Based Monocular Distance Estimation) detects the plate, measures the height of its printed characters, identifies the issuing state to select the correct physical character height, and recovers distance from the camera projection. Three measurements taken from the same plate: the character height, the stroke width, and the character spacing. Together with the spacing of the two mounting holes and a single-image depth network, are combined so that a weak or corrupted measurement is given less weight automatically. The distance, its rate of change, and a time-to-collision estimate are smoothed across frames and used to raise a warning with the timing used by U.S. collision-warning regulations. The same plate that anchors the scale also identifies the vehicle, so the method returns a distance, a bearing, and an identity from one passive sensor. It reads scale from a printed standard instead of from time of flight or parallax, making it a cheap, low-maintenance complement to those sensors in a fault-tolerant perception stack, achieving the cost-effective distance estimation with error less than 0.13 m.

单目测距车载感知车牌识别低成本感知

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