1 July 2005 Saliency field map construction for region-of-interest-based color image querying
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Abstract
Spectral (color) and spatial (shape) features available in pictures are two significant sources of information for content-based retrieval of image databases. The developed adaptive shape transform approach originated from the premise that a two-dimensional (2-D) shape can be recovered from a set of Radon-transform-based projections. For search consistency, it is necessary to identify the region(s) of interest (ROI) before applying the Radon transform to the shape query. ROIs are detected automatically by means of saliency-map-based segmentation. The Radon transform packs the shape information of a 2-D object along the projection axes of known orientation, and generates a series of one-dimensional (1-D) functions from color channels for projection angles ranging from 0 to 180 deg. The optimal number of projections for a particular shape is determined by imposing the Kullback-Leibler divergence (KLD) distance measure as the similarity metric between the query and database images. The Radon transforms with the shortest and longest lengths yield the most distinctive shape attributes for the object classes being queried and enable the feature space to be invariant to translation and rotation in the spatial plane. The proposed algorithm is tested on a wide range of color images with complex shaped objects and different spatial resolutions. The KLDs between two images are calculated in the longest and shortest directions of the Radon transform, and then are summed together to find the similarity measure between the query and database pictures. Experimental results are close to those that a human observer expects. Further, the method is quite robust and it can account for high image noise (Shao and Celenk, 2001).
© (2005) Society of Photo-Optical Instrumentation Engineers (SPIE)
Mehmet Celenk, Mehmet Celenk, Qiang Zhou, Qiang Zhou, Vermund Vetnes, Vermund Vetnes, Rakesh K. Godavari, Rakesh K. Godavari, } "Saliency field map construction for region-of-interest-based color image querying," Journal of Electronic Imaging 14(3), 033012 (1 July 2005). https://doi.org/10.1117/1.1993626 . Submission:
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