Machine Learning
Pattern Search Algorithms for Bound Constrained Minimization
SIAM Journal on Optimization
Pattern Search Methods for Linearly Constrained Minimization
SIAM Journal on Optimization
Is Machine Colour Constancy Good Enough?
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume I - Volume I
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
Re-evaluating Colour Constancy Algorithms
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
Supervised and unsupervised classification post-processing for visual video summaries
IEEE Transactions on Consumer Electronics
IEEE Transactions on Image Processing
Region-Based Illuminant Estimation for Effective Color Correction
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Pixel distribution shifting color correction for digital color images
Applied Soft Computing
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In this work, we investigate how illuminant estimation techniques can be improved using indoor/outdoor classification. The illuminant estimation algorithms considered are derived from the framework recently proposed by Van de Weijer and Gevers. We have designed a strategy for the selection of the most appropriate algorithm on the basis of the classification results. We have tested the proposed strategy on a subset of the widely used Funt and Ciurea dataset. Experimental results clearly demonstrate that our strategy outperforms general purpose algorithms.