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An Adaptive Cross-Window stereo camera Distance Estimation technology and its system implementation for multiple applications

机译:自适应跨窗口立体摄像机距离估计技术及其在多种应用中的系统实现

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This paper proposes an adaptive cross-window stereo camera distance estimation technology which is a low complexity disparity algorithm and high efficient parallelized, which includes Adaptive Cross Window Distance Estimation (ACWDE) and disparity-based erosion. The proposed algorithm reduces the computation time by changing the aggregation window shape, which calculates color and texture of 13 pixels to generate a pixel disparity. The computation time is speeded up 2.97 times compares to the original system. By integrating ACWDE with voting filter, median filter and proposed disparity-based erosion, which erodes noise only for nearer disparity level, good enough disparity map can be generated, which 10.38% average error rate in Middlebury dataset. This proposed system can generate quality disparity map according to dual VGA resolution videos at 11fps through down-scaling disparity estimation. The proposed ACWDE algorithm also facilities moving object detection and can be adopted in various applications by changing the baseline of stereo camera to set the distance estimation range.
机译:本文提出了一种自适应跨窗口立体摄像机距离估计技术,该技术是一种低复杂度视差算法和高效并行化技术,它包括自适应跨窗口距离估计(ACWDE)和基于视差的侵蚀。所提出的算法通过更改聚合窗口形状来减少计算时间,该聚合窗口形状可计算13个像素的颜色和纹理以生成像素视差。与原始系统相比,计算时间加快了2.97倍。通过将ACWDE与表决滤波器,中值滤波器和建议的基于视差的侵蚀相集成,仅在接近视差水平时才腐蚀噪声,可以生成足够好的视差图,该图在Middlebury数据集中的平均错误率为10.38%。所提出的系统可以通过缩小视差估计,根据双VGA分辨率视频以11fps的速度生成质量视差图。提出的ACWDE算法还具有运动对象检测的功能,通过更改立体相机的基线以设置距离估计范围,可以在各种应用中采用。

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