Retinex preprocessing of uncalibrated images for color-based image retrieval

In image databases, variations in imaging conditions and preprocessing may result in similar originals that exhibit a low mea- sure of similarity when color information is used in standard image retrieval methods. We examine the performance of various color- based retrieval strategies to see whether, and to what degree, the effectiveness of retrieval improves with Retinex-based preprocess- ing, regardless of the strategy adopted. The results of experiments performed on four different databases are reported and discussed.

[1]  Brian V. Funt,et al.  Is Machine Colour Constancy Good Enough? , 1998, ECCV.

[2]  Bernt Schiele,et al.  Comprehensive Colour Image Normalization , 1998, ECCV.

[3]  Alberto Del Bimbo,et al.  Visual information retrieval , 1999 .

[4]  Graham D. Finlayson,et al.  Color by Correlation , 1997, CIC.

[5]  Alexander Dekhtyar,et al.  Information Retrieval , 2018, Lecture Notes in Computer Science.

[6]  Mahdi Nezamabadi,et al.  Color Appearance Models , 2014, J. Electronic Imaging.

[7]  Alessandro Rizzi,et al.  Color constancy measurements for synthetic image generation , 1999, J. Electronic Imaging.

[8]  Mary Nielsen,et al.  The Creation of the sRGB ICC Profile , 1998, Color Imaging Conference.

[9]  Sethuraman Panchanathan,et al.  Illumination invariant image indexing using moments and wavelets , 1998, J. Electronic Imaging.

[10]  Michael J. Swain,et al.  Color indexing , 1991, International Journal of Computer Vision.

[11]  Graham D. Finlayson,et al.  Colour indexing across devices and viewing conditions , 2001 .

[12]  Arnold W. M. Smeulders,et al.  Color-based object recognition , 1997, Pattern Recognit..

[13]  Alessandro Rizzi,et al.  Color appearance approach to image database visual retrieval , 1999, Electronic Imaging.

[14]  Shih-Fu Chang,et al.  Image Retrieval: Current Techniques, Promising Directions, and Open Issues , 1999, J. Vis. Commun. Image Represent..

[15]  D H Brainard,et al.  Analysis of the retinex theory of color vision. , 1986, Journal of the Optical Society of America. A, Optics and image science.

[16]  Zia-ur Rahman,et al.  Properties and performance of a center/surround retinex , 1997, IEEE Trans. Image Process..

[17]  Rodney M. Goodman,et al.  A real-time neural system for color constancy , 1991, IEEE Trans. Neural Networks.

[18]  Brian V. Funt,et al.  Committee-Based Color Constancy , 1999, CIC.

[19]  Raimondo Schettini,et al.  Color-based image retrieval using spatial-chromatic histograms , 2001, Image Vis. Comput..

[20]  John J. McCann,et al.  Lessons Learned from Mondrians Applied to Real Images and Color Gamuts , 1999, CIC.

[21]  Brian V. Funt,et al.  Color Constant Color Indexing , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[22]  M. S. Drew,et al.  Color constancy - Generalized diagonal transforms suffice , 1994 .

[23]  Raimondo Schettini,et al.  Quicklook2: An Integrated Multimedia System , 2001, J. Vis. Lang. Comput..

[24]  D. Saupe Algorithms for random fractals , 1988 .

[25]  Brian V. Funt,et al.  Color angular indexing and image retrieval , 1998 .

[26]  Ramin Zabih,et al.  Comparing images using color coherence vectors , 1997, MULTIMEDIA '96.

[27]  S. Panchanathan,et al.  Image Indexing Using Moments and Wavelets , 1996, 1996. Digest of Technical Papers., International Conference on Consumer Electronics.

[28]  Arnold W. M. Smeulders,et al.  A comparative study of several color models for color image invariant retrieval , 1996 .

[29]  Alessandro Rizzi,et al.  A computational approach to color adaptation effects , 2000, Image Vis. Comput..

[30]  Konstantinos N. Plataniotis,et al.  A Novel Vector-Based Approach to Color Image Retrieval Using a Vector Angular-Based Distance Measure , 1999, Comput. Vis. Image Underst..

[31]  Shih-Fu Chang,et al.  Tools and techniques for color image retrieval , 1996, Electronic Imaging.

[32]  Raimondo Schettini,et al.  A Indoor/Outdoor/Close-up Photo Classifier , 2001, Color Imaging Conference.

[33]  John J. McCann,et al.  Retinex in Matlab , 2000, CIC.

[34]  B. Wandell,et al.  Standard surface-reflectance model and illuminant estimation , 1989 .

[35]  Raimondo Schettini,et al.  A hierarchical classification strategy for digital documents , 2002, Pattern Recognit..

[36]  Markus A. Stricker,et al.  Color indexing with weak spatial constraints , 1996, Electronic Imaging.

[37]  E. Land,et al.  Lightness and retinex theory. , 1971, Journal of the Optical Society of America.

[38]  Raimondo Schettini,et al.  A survey on methods for colour image indexing and retrieval in image databases , 2002 .