[Reading screening mammograms with the help of neural networks]
- PMID: 10578420
[Reading screening mammograms with the help of neural networks]
Abstract
With digital mammography it is possible to assist radiologists in breast cancer screening with computers to improve their reading performance. The need for this has been demonstrated by studies showing a large variability in skill of radiologists reading mammograms. Moreover, retrospective studies show that a significant number of cancers are clearly visible on earlier screening mammograms, even for 'trained' computers. Methods for automated detection of breast cancer in mammograms often use artificial neural networks. These are 'trained' to recognize abnormal mammographic areas using a large database of known cases. For detection of microcalcification clusters very reliable algorithms exist, with such high sensitivity that radiologists can limit their search to areas that have been marked 'suspect' by the computer. The development of methods to recognize malignant masses is much more difficult, but ample progress has been achieved in recent years.
Similar articles
-
Features of prospectively overlooked computer-aided detection marks on prior screening digital mammograms in women with breast cancer.AJR Am J Roentgenol. 2010 Nov;195(5):1276-82. doi: 10.2214/AJR.10.4494. AJR Am J Roentgenol. 2010. PMID: 20966340
-
Testing the effect of computer-assisted detection on interpretive performance in screening mammography.AJR Am J Roentgenol. 2006 Dec;187(6):1475-82. doi: 10.2214/AJR.05.0940. AJR Am J Roentgenol. 2006. PMID: 17114540
-
Breast cancer screening: potential role of computer-aided detection (CAD).Technol Cancer Res Treat. 2002 Apr;1(2):127-31. doi: 10.1177/153303460200100205. Technol Cancer Res Treat. 2002. PMID: 12622519 Review.
-
Automated detection of breast carcinomas not detected in a screening program.Radiology. 1998 May;207(2):465-71. doi: 10.1148/radiology.207.2.9577496. Radiology. 1998. PMID: 9577496
-
Computer-assisted reading of mammograms.Eur Radiol. 1997;7(5):743-8. doi: 10.1007/BF02742937. Eur Radiol. 1997. PMID: 9166576 Review.
Publication types
MeSH terms
LinkOut - more resources
Medical