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Hardware Implementation of Geometric Moment Functions in a CMOS Retina

机译:CMOS视网膜中几何矩函数的硬件实现

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We present in this paper a new method for implementing geometric moment functions in a CMOS retina. It is based on the computation of the correlation value between the image under analysis and a second image since there is a similarity between the expression of the moment of an image and that of the correlation of two images. The second image which is stored in memory devices in the circuit is approximated by a binary image using a dithering algorithm in order to reduce hardware implementation cost. As a result the value of the moment is also an approximate one. Computer simulations using the COIL 100 Columbia image database on 128x128 pixel images show that the maximal relative error between the approximate and the exact value is less than 1% for moments of order less than 2, and less than 5% for moments of order less than 6. Finally, we have considered an object localization application and quantified the error in the localization due to the use of the approximate moment values instead of the exact values.
机译:我们在本文中提出了一种在CMOS视网膜中实现几何矩函数的新方法。它基于对被分析图像和第二个图像之间的相关值的计算,因为一个图像的矩表达与两个图像的相关性表达之间存在相似性。为了减少硬件实现成本,使用抖动算法通过二进制图像对存储在电路中的存储设备中的第二图像进行近似处理。结果,力矩值也是一个近似值。使用COIL 100 Columbia图像数据库对128x128像素图像进行的计算机模拟显示,对于阶次小于2的矩,近似值与精确值之间的最大相对误差小于1%,阶次小于2的矩小于5%。 6.最后,我们考虑了对象定位应用程序,并对由于使用近似矩值而不是精确值而导致的定位误差进行了量化。

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