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mean prediction in a image

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Hi everyone. I just want to ask what means mean prediction in a image, to improve the quality of its. I tried to found some information on internet, but I'm not sure of what to do. From wikipedia, I understand the Mean-Prediction in a JPEG image is the value of 2 blocks + the variance of the block. The problem is i dont understand what I need to do for improve the quality of a JPEG image. Is more a theorical question, but I really need help to understand what to do when a compression value affects the quality of a original image, and how to applie it. Is there a function on OPENCV that could help me? Thank you. http://stats.stackexchange.com/questions/20741/mean-squared-error-vs-mean-squared-prediction-error This one is for the error.

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