Focus error estimation in images
A focus error, image technology, applied in the field of autofocus optical system, can solve the problems of inability to run live view, high cost, increase in size and weight of optical system, etc.
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[0026] The present invention includes methods, systems and computer program products for estimating defocus (ie, focus error) within an image. In one embodiment of the invention, the optical system is characterized by a wave optics model of the point-spread function and the sensor array is characterized by the wavelength sensitivity, spatial sampling and noise functions of each sensor class. A training set of clear image patches is collected. A point-spread function is computed for each sensor class for each of the multiple degrees of defocus within the specified range. Additionally, a point-spread function for each degree of defocus is applied to each image patch, which is then sampled using the wavelength sensitivity and spatial sampling functions for each sensor within the sensor array. Noise is added to the sampled response of each sensor element of each sensor in the sensor array. Through a statistical learning step, the sensor responses from the sensor array are used t...
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