Title :
Enhancement of Image Retrieval by Image Attention based on Edge Features in a Multiresolution Grid Framework
Author :
Hiremath, P.S. ; Pujari, Jagadeesh
Author_Institution :
Dept. of P.G. Studies & Res. in Comput. Sci., Gulbarga Univ., Gulbarga, India
Abstract :
Region-based image retrieval (RBIR) is widely used for enhancing the performance of content based image retrieval (CBIR). In this paper, we present a novel scheme to enhance retrieval performance using image attention analysis based on edge features within a multiresolution grid framework. The coarse segmentation by the grid, yielding image tiles, will serve as basic building blocks for feature computation. The edge image is computed using gradient vector flow (GVF) field. The image is partitioned into subimages based on the edge image. An integrated subimage matching scheme is used for image similarity. The experimental results demonstrate the efficacy of the method.
Keywords :
content-based retrieval; edge detection; gradient methods; image enhancement; image resolution; image retrieval; vectors; content based image retrieval; edge features; gradient vector flow field; image attention; image enhancement; multiresolution grid framework; region-based image retrieval; Content based retrieval; Horses; Humans; Image analysis; Image resolution; Image retrieval; Image segmentation; Performance analysis; Signal resolution; Tiles; GVF field; Multiresolution grid; image tiles; integrated matching; object-centric image;
Conference_Titel :
Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
Conference_Location :
Dubai
Print_ISBN :
978-1-4244-1235-8
Electronic_ISBN :
978-1-4244-1236-5
DOI :
10.1109/ICSPC.2007.4728463