用于尺度空间发电的开关电容网络

Manuel Suárez-Cambre, V. Brea, D. Cabello, F. Pozas-Flores, R. Carmona-Galán, Á. Rodríguez-Vázquez
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引用次数: 12

摘要

在尺度空间滤波中,信号被表示为几个尺度,每个尺度传达原始信号的不同细节。每一个新的尺度都是平滑算子在前一个尺度上的结果。在图像处理中,尺度空间滤波作为尺度不变特征变换(SIFT)算法被广泛应用于特征提取中。在焦平面处理中,RC网络是有效的尺度空间发生器。开关电容网络是另一种选择,因为不同的拓扑结构和开关速率提供了很大的灵活性。这项工作将并行和双线性实现作为两种不同的开关电容网络拓扑用于尺度空间滤波。本文通过SIFT算法的目标检测,评估了这两种拓扑作为尺度空间发生器在焦平面处理中的有效性。
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Switched-capacitor networks for scale-space generation
In scale-space filtering signals are represented at several scales, each conveying different details of the original signal. Every new scale is the result of a smoothing operator on a former scale. In image processing, scale-space filtering is widely used in feature extractors as the Scale-Invariant Feature Transform (SIFT) algorithm. RC networks are posed as valid scale-space generators in focal-plane processing. Switched-capacitor networks are another alternative, as different topologies and switching rate offer a great flexibility. This work examines the parallel and the bilinear implementations as two different switched-capacitor network topologies for scale-space filtering. The paper assesses the validity of both topologies as scale-space generators in focal-plane processing through object detection with the SIFT algorithm.
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