Publication | Closed Access
Statistics of natural images: Scaling in the woods
937
Citations
9
References
1994
Year
EngineeringForest BiometricsForestrySocial SciencesNatural ImagesImage AnalysisStochastic GeometryStatisticsVision RecognitionImage FormationMachine VisionSpectral ImagingGeographyProbability TheoryScale InvariantVisual ProcessingExponential TailsComputer VisionScene UnderstandingForest Inventory
We study the statistics of an ensemble of images taken in the woods. Distributions of local quantities such as contrast are scale invariant and have nearly exponential tails. Power spectra exhibit scaling with a nontrivial exponent. These data limit the information content of natural images and point to the importance of gain-control strategies in visual processing.
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