Literature DB >> 18003013

Content based image retrieval based on wavelet transform coefficients distribution.

Mathieu Lamard1, Guy Cazuguel, Gwénolé Quellec, Lynda Bekri, Christian Roux, Béatrice Cochener.   

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.

Entities:  

Mesh:

Year:  2007        PMID: 18003013      PMCID: PMC2100152          DOI: 10.1109/IEMBS.2007.4353347

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  3 in total

1.  Use of a JPEG-2000 Wavelet Compression Scheme for Content-Based Ophtalmologic Retinal Images Retrieval.

Authors:  Mathieu Lamard; Wissam Daccache; Guy Cazuguel; Christian Roux; Beatrice Cochener
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2005

2.  Statistical texture characterization from discrete wavelet representations.

Authors:  G Van de Wouwer; P Scheunders; D Van Dyck
Journal:  IEEE Trans Image Process       Date:  1999       Impact factor: 10.856

Review 3.  Proposed international clinical diabetic retinopathy and diabetic macular edema disease severity scales.

Authors:  C P Wilkinson; Frederick L Ferris; Ronald E Klein; Paul P Lee; Carl David Agardh; Matthew Davis; Diana Dills; Anselm Kampik; R Pararajasegaram; Juan T Verdaguer
Journal:  Ophthalmology       Date:  2003-09       Impact factor: 12.079

  3 in total
  5 in total

1.  Medical image on the go!

Authors:  Dragan Ivetic; Dinu Dragan
Journal:  J Med Syst       Date:  2009-10-22       Impact factor: 4.460

Review 2.  Retinal imaging and image analysis.

Authors:  Michael D Abràmoff; Mona K Garvin; Milan Sonka
Journal:  IEEE Rev Biomed Eng       Date:  2010

3.  Multimodal medical case retrieval using the Dezert-Smarandache theory.

Authors:  Gwénolé Quellec; Mathieu Lamard; Guy Cazuguel; Christian Roux; Béatrice Cochener
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2008

4.  Neighbourhood search feature selection method for content-based mammogram retrieval.

Authors:  D Abraham Chandy; A Hepzibah Christinal; Alwyn John Theodore; S Easter Selvan
Journal:  Med Biol Eng Comput       Date:  2016-06-04       Impact factor: 2.602

5.  MIRank-KNN: multiple-instance retrieval of clinically relevant diabetic retinopathy images.

Authors:  Parag Shridhar Chandakkar; Ragav Venkatesan; Baoxin Li
Journal:  J Med Imaging (Bellingham)       Date:  2017-09-01
  5 in total

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