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In this paper we present a new method for estimating the optical transmission in hazy scenes given a single input image. Based on this estimation, the scattered light is eliminated to increase scene visibility and recover haze-free scene contrasts. In this new approach we formulate a refined image formation model that accounts for surface shading in addition to the transmission function. This allows us to resolve ambiguities in the data by searching for a solution in which the resulting shading and transmission functions are locally statistically uncorrelated. A similar principle is used to estimate the color of the haze. Results demonstrate the new method abilities to remove the haze layer as well as provide a reliable transmission estimate which can be used for additional applications such as image refocusing and novel view synthesis.
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Raanan Fattal
Hebrew College
ACM Transactions on Graphics
Hebrew University of Jerusalem
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Raanan Fattal (Fri,) studied this question.
synapsesocial.com/papers/69ffd0932ff633f36577b2c1 — DOI: https://doi.org/10.1145/1360612.1360671