One of the most successful applications of Natural Scenes Statistics Models has been perceptual picture and video quality prediction. For example, the Visual Information Fidelity (VIF) Algorithm , which is used to measure the degree of distortion of pictures and videos, is  extensively by the image and video processing communities to assess perceptual quality, often after Processing , such as compression, which can degrade the appearance of a visual signal.  VIF is heavily used in the streaming television industry. Other popular picture quality models that use natural scene statistics include BRISQUE,A Mittal, AK Moorthy, and AC Bovik, “No-reference image quality assessment in the spatial domain,” IEEE Transactions on Image Processing,  2012 and NIQEA Mittal, R Soundararajan, A Bovik, “A ‘completely blind’ image quality analyzer,” IEEE Signal Processing Letters 20 (3), 209-212, 2013. both of which are no-reference, since they do not require any reference picture to measure quality against.
One of the most successful applications of Natural Scenes Statistics Models has been perceptual picture and video quality prediction. For example, the Visual Information Fidelity (VIF) algorithm , which is used to measure the degree of distortion of pictures and videos, is used extensively by the image and video processing communities to assess perceptual quality, often after processing , such as compression, which can degrade the appearance of a visual signal. The premise is that the scene statistics are changed by distortion, and that the visual system is sensitive to the changes in the scene statistics. VIF is heavily used in the streaming television industry. Other popular picture quality models that use natural scene statistics include BRISQUE,A Mittal, AK Moorthy, and AC Bovik, “No-reference image quality assessment in the spatial domain,” IEEE Transactions on Image Processing, 21 (12), 4695-4708, 2012 and NIQEA Mittal, R Soundararajan, and AC Bovik, “A ‘completely blind’ image quality analyzer,” IEEE Signal Processing Letters 20 (3), 209-212, 2013. both of which are no-reference, since they do not require any reference picture to measure quality against.
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Algorithm
algorithm
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used
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Processing
processing
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The premise is that the scene statistics are changed by distortion, and that the visual system is sensitive to the changes in the scene statistics.
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21 (12), 4695-4708,
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and AC