• DocumentCode
    3120710
  • Title

    Detection of lesions in retina photographs based on the wavelet transform

  • Author

    Quellec, Gwenole ; Lamard, Mathieu ; Josselin, Pierre Marie ; Cazuguel, Guy ; Cochener, Beatrice ; Roux, Christian

  • Author_Institution
    Lab. de Traitement de l´´Inf. Medicale Inserm, CHU, Brest
  • fYear
    2006
  • fDate
    Aug. 30 2006-Sept. 3 2006
  • Firstpage
    2618
  • Lastpage
    2621
  • Abstract
    In this article, we propose an automatic diabetic retinopathy screening method. In particular, we focus on detecting microaneurysms in retina photographs, as they are the most common and first appearing lesions in the disease development. This is done by matching a lesion template in the wavelet domain, using the sum of the squared errors as a criterion on some decomposition subbands. The method outperforms classification methods in the wavelet domain, which seem unfitted to describe small structures shapes. More, it could be generalized to other small lesions. Results are evaluated on a manually segmented retinal images database for different usual mother wavelets
  • Keywords
    diseases; eye; image matching; image segmentation; medical image processing; wavelet transforms; automatic diabetic retinopathy screening method; decomposition subbands; diabetic retinopathy; disease development; lesion detection; manually segmented retinal images database; microaneurysms; retina photographs; template matching; wavelet domain; wavelet transform; Diabetes; Diseases; Image databases; Image segmentation; Lesions; Retina; Retinopathy; Shape; Wavelet domain; Wavelet transforms; diabetic retinopathy; microaneurysms; template matching; usual mother wavelets; wavelet domain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
  • Conference_Location
    New York, NY
  • ISSN
    1557-170X
  • Print_ISBN
    1-4244-0032-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2006.260220
  • Filename
    4462333