An evaluation of image compression algorithms for colour retinal images

Gerald Schaefer*, Roman Starosolski

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference publication

Abstract

Diabetic retinopathy is the leading cause of blindness in the adult population. Mass-screening efforts, during which high resolution images of the retina are captured, are therefore underway in order to detect the disease in its early stages. In this paper we evaluate the compression performance of several lossless image compression algorithms that could be employed in a retina Picture Archiving and Communications System to lessen the demand on computing resources. The algorithms we analyse are TIFF PackBits, Lossless JPEG, JPEG-LS, and JPEG2000 all of which are incorporated in the current DICOM standard together with the non-standard CALIC algorithm for benchmark comparison. Compression performance is evaluated in terms of compression ratio, compression speed, and decompression speed. Based on a large dataset of more than 800 colour retinal images, divided into groups according to retinal region (nasal, posterior, and temporal) and image size, JPEG-LS is found to be the most suitable compression algorithm, offering good compression ratios combined with high compression and decompression speed. Compression ratios can be further improved through the application of a reversible colour space transformation prior to compression as a second set of experiments show.

Original languageEnglish
Title of host publicationLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Pages358-367
Number of pages10
Volume4345 LNBI
DOIs
Publication statusPublished - 1 Dec 2006
Event7th International Symposium on Biological and Medical Data Analysis, ISBMDA 2006 - Thessaloniki, United Kingdom
Duration: 7 Dec 20068 Dec 2006

Conference

Conference7th International Symposium on Biological and Medical Data Analysis, ISBMDA 2006
CountryUnited Kingdom
CityThessaloniki
Period7/12/068/12/06

Keywords

  • Colour space transform
  • DICOM
  • Lossless image compression
  • PACS
  • Retinal images
  • Retinopathy

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