TY - GEN
T1 - Locally adaptive multiscale contrast optimization
AU - Bonnier, Nicolas
AU - Simoncelli, Eero P.
N1 - Copyright:
Copyright 2011 Elsevier B.V., All rights reserved.
PY - 2005
Y1 - 2005
N2 - We describe a method for automatically and adaptively boosting the visibility of local features in an image. A log intensity image is fi rst decomposed into a set of subbands at multiple scales and orientations. Operating successively from coarse frequency bands to fi ne, the coeffi cients of each subband are adjusted so as to move their locally averaged amplitudes toward a target value using a gamma operation. Target values are chosen to fall linearly over scale, consistent with a scale-invariant spectral model. To avoid enlarging the range of image intensity values, in those locations where the local mean is near the minimal or maximal values of the image and the local contrast is being boosted signifi cantly, the local mean is moved toward the global mean. Finally, a spatial mask is applied in the pixel domain to ensure that the enhancements are applied only in the vicinity of image features. The resulting image appears to be both sharper and of higher contrast.
AB - We describe a method for automatically and adaptively boosting the visibility of local features in an image. A log intensity image is fi rst decomposed into a set of subbands at multiple scales and orientations. Operating successively from coarse frequency bands to fi ne, the coeffi cients of each subband are adjusted so as to move their locally averaged amplitudes toward a target value using a gamma operation. Target values are chosen to fall linearly over scale, consistent with a scale-invariant spectral model. To avoid enlarging the range of image intensity values, in those locations where the local mean is near the minimal or maximal values of the image and the local contrast is being boosted signifi cantly, the local mean is moved toward the global mean. Finally, a spatial mask is applied in the pixel domain to ensure that the enhancements are applied only in the vicinity of image features. The resulting image appears to be both sharper and of higher contrast.
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U2 - 10.1109/ICIP.2005.1529909
DO - 10.1109/ICIP.2005.1529909
M3 - Conference contribution
AN - SCOPUS:33749624598
SN - 0780391349
SN - 9780780391345
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 949
EP - 952
BT - IEEE International Conference on Image Processing 2005, ICIP 2005
T2 - IEEE International Conference on Image Processing 2005, ICIP 2005
Y2 - 11 September 2005 through 14 September 2005
ER -