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Method and system for compressive color image sampling and reconstruction

机译:压缩彩色图像采样和重建的方法和系统

摘要

A method and system for compressive color image sampling and reconstruction. A sample set of data generated by transforming and sampling an optical property of an original image in a spatial basis, wherein the transformation effected is substantially diagonal in the spatial basis is received. A compressive sensing reconstruction technique is applied to the sample data to produce a set of inferred original image data. A data processing apparatus is adapted to receive such a sample set of data and apply a compressive sensing reconstruction technique to the sample data to produce a set of inferred original image data. In a preferred embodiment a imaging system uses a color filter array (CFA) wherein colors are randomly or pseudo-randomly arranged over an image sensor. The image is inferred from the sensor data and the CFA pattern using compressive sensing sparse solution search techniques. The inferred image has greater resolution than achievable through current CFA based schemes using a sensor with an identical number of sensor elements.
机译:一种用于压缩彩色图像采样和重构的方法和系统。接收通过在空间基础上对原始图像的光学特性进行变换和采样而生成的数据样本集,其中所实现的变换在空间基础上基本上是对角线。将压缩感测重建技术应用于样本数据以产生一组推断的原始图像数据。数据处理设备适于接收这样的数据样本集,并将压缩感测重建技术应用于样本数据以产生一组推断的原始图像数据。在优选实施例中,成像系统使用滤色器阵列(CFA),其中颜色被随机地或伪随机地布置在图像传感器上。使用压缩感测稀疏解搜索技术从传感器数据和CFA模式推断图像。所推断的图像具有比使用具有相同数量的传感器元件的传感器通过当前基于CFA的方案所能实现的分辨率更高的分辨率。

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