TY - JOUR
T1 - Single image dehazing
AU - Fattal, Raanan
PY - 2008/8/1
Y1 - 2008/8/1
N2 - 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.
AB - 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.
KW - Computational photography
KW - Image dehazing/defogging
KW - Image enhancement
KW - Image restoration
KW - Markov random field image modeling
UR - http://www.scopus.com/inward/record.url?scp=49249128594&partnerID=8YFLogxK
U2 - 10.1145/1360612.1360671
DO - 10.1145/1360612.1360671
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AN - SCOPUS:49249128594
SN - 0730-0301
VL - 27
JO - ACM Transactions on Graphics
JF - ACM Transactions on Graphics
IS - 3
M1 - 72
ER -