Title :
Content Based Image Retrieval based on Wavelet Transform coefficients distribution
Author :
Lamard, M. ; Cazuguel, G. ; Quellec, G. ; Bekri, L. ; Roux, C. ; Cochener, B.
Author_Institution :
Univ Bretagne Occidental, Brest
Abstract :
In this paper we propose a content based image retrieval method for diagnosis aid in medical fields. We characterize images without extracting significant features by using distribution of coefficients obtained by building signatures from the distribution of wavelet transform. The research is carried out by computing signature distances between the query and database images. Several signatures are proposed; they use a model of wavelet coefficient distribution. To enhance results, a weighted distance between signatures is used and an adapted wavelet base is proposed. Retrieval efficiency is given for different databases including a diabetic retinopathy, a mammography and a face database. Results are promising: the retrieval efficiency is higher than 95% for some cases using an optimization process.
Keywords :
biomedical imaging; medical computing; query processing; visual databases; wavelet transforms; content based image retrieval; database images; diabetic retinopathy; diagnosis aid; face database; mammography; query images; retrieval efficiency; wavelet transform coefficient distribution; weighted signature distance; Biomedical imaging; Content based retrieval; Feature extraction; Image databases; Image retrieval; Information retrieval; Medical diagnostic imaging; Spatial databases; Wavelet coefficients; Wavelet transforms; CBIR; diabetic retinopathy; signature; wavelets; Databases, Factual; Diabetic Retinopathy; Humans; Image Processing, Computer-Assisted; Mammography;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4353347