Active learning for an efficient training strategy of computer-aided diagnosis systems: Application to diabetic retinopathy screening

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6363 LNCS, Issue PART 3, 2010, Pages 603-610

  Sanchez C I ^a   Niemeijer, M ^b   Abramoff M D ^c   Van Ginneken, B ^a,b  

^a RADBOUD UNIVERSITY MEDICAL CENTER   (Netherlands)

^b UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^c UNIVERSITY OF IOWA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE LEARNING; CAD SYSTEM; CLINICAL SETTINGS; COMPUTER-AIDED DIAGNOSIS SYSTEM; DATA DISTRIBUTION; DATA GENERALIZATION; DATA SOURCE; DIABETIC RETINOPATHY SCREENING; LABELED DATA; MEDICAL DATA; PUBLIC DATABASE; RECEIVER OPERATING CHARACTERISTIC CURVES; TRAINING PHASE; TRAINING SAMPLE; TRAINING SETS; TRAINING STRATEGY;

EYE PROTECTION; MEDICAL COMPUTING; MEDICAL IMAGING;

COMPUTER AIDED DIAGNOSIS;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COLORIMETRY; COMPUTER ASSISTED DIAGNOSIS; DIABETIC RETINOPATHY; HUMAN; IMAGE ENHANCEMENT; MASS SCREENING; METHODOLOGY; REPRODUCIBILITY; RETINOSCOPY; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COLORIMETRY; DIABETIC RETINOPATHY; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MASS SCREENING; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; RETINOSCOPY; SENSITIVITY AND SPECIFICITY;

EID: 84873852053     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15711-0_75     Document Type: Conference Paper

References (6)

1. Doi, K.: Computer-aided diagnosis in medical imaging: Historical review, current status and future potential. Computerized Medical Imaging and Graphics 31(4), 198-211 (2007)
2. Juszczak, P.: Learning to recognise. PhD thesis, Delft University, the Netherlands, 2006.
3. Kinyoun, J., Barton, F., Fisher, M., Hubbard, L., Aiello, L., Ferris, F.: Detection of diabetic macular edema. Ophthalmoscopy versus photography-Early Treatment Diabetic Retinopathy Study Report Number 5. The ETDRS Research Group. Ophthalmology 96, 746-750 (1989)
4. Niemeijer, M., Abràmoff, M.D., van Ginneken, B.: Information fusion for diabetic retinopathy CAD in digital color fundus photographs. IEEE Transactions on Medical Imaging 28(5), 775-785 (2009)
5. Abràmoff, M.D., Suttorp-Schulten, M.: Web-based screening for diabetic retinopathy in a primary care population: the eyecheck project. Telemedicine Journal and E-health 11(6), 668-674 (2005)
6. Messidor database, http://messidor.crihan.fr (accessed March 11, 2010)