AI-based computer-aided diagnosis (AI-CAD): the latest review to read first
作者： Hiroshi Fujita
DOI: 10.1007/S12194-019-00552-4
关键词:
摘要: The third artificial intelligence (AI) boom is coming, and there an inkling that the speed of its evolution quickly increasing. In games like chess, shogi, go, AI has already defeated human champions, fact it able to achieve autonomous driving also being realized. Under these circumstances, evolved diversified at a remarkable pace in medical diagnosis, especially diagnostic imaging. Therefore, this commentary focuses on imaging explains recent development trends practical applications computer-aided detection/diagnosis using intelligence, deep learning technology, as well some topics surrounding it.
springer.com
sci-hub.se 参考文章(54)
Constance D Lehman, Robert D Wellman, Diana SM Buist, Karla Kerlikowske, Anna NA Tosteson, Diana L Miglioretti, Breast Cancer Surveillance Consortium, None, Diagnostic Accuracy of Digital Screening Mammography With and Without Computer-Aided Detection JAMA Internal Medicine. ,vol. 175, pp. 1828- 1837 ,(2015) , 10.1001/JAMAINTERNMED.2015.5231
F. Beyer, L. Zierott, E. M. Fallenberg, K. U. Juergens, J. Stoeckel, W. Heindel, D. Wormanns, Comparison of sensitivity and reading time for the use of computer-aided detection (CAD) of pulmonary nodules at MDCT as concurrent or second reader European Radiology. ,vol. 17, pp. 2941- 2947 ,(2007) , 10.1007/S00330-007-0667-1
Maurice Samulski, Rianne Hupse, Carla Boetes, Roel D. M. Mus, Gerard J. den Heeten, Nico Karssemeijer, Using computer-aided detection in mammography as a decision support European Radiology. ,vol. 20, pp. 2323- 2330 ,(2010) , 10.1007/S00330-010-1821-8
Joshua J. Fenton, Stephen H. Taplin, Patricia A. Carney, Linn Abraham, Edward A. Sickles, Carl D'Orsi, Eric A. Berns, Gary Cutter, R. Edward Hendrick, William E. Barlow, Joann G. Elmore, Influence of computer-aided detection on performance of screening mammography. The New England Journal of Medicine. ,vol. 356, pp. 1399- 1409 ,(2007) , 10.1056/NEJMOA066099
Timothy W. Freer, Michael J. Ulissey, Screening mammography with computer-aided detection: prospective study of 12,860 patients in a community breast center. Radiology. ,vol. 220, pp. 781- 786 ,(2001) , 10.1148/RADIOL.2203001282
Roman Goldenberg, Nathan Peled, Computer-aided simple triage computer assisted radiology and surgery. ,vol. 6, pp. 705- 711 ,(2011) , 10.1007/S11548-011-0552-X
Kunio Doi, Computer-Aided Diagnosis in Medical Imaging: Historical Review, Current Status and Future Potential Computerized Medical Imaging and Graphics. ,vol. 31, pp. 198- 211 ,(2007) , 10.1016/J.COMPMEDIMAG.2007.02.002
Robert J. Gillies, Paul E. Kinahan, Hedvig Hricak, Radiomics: Images Are More than Pictures, They Are Data Radiology. ,vol. 278, pp. 563- 577 ,(2016) , 10.1148/RADIOL.2015151169
Benjamin Q. Huynh, Hui Li, Maryellen L. Giger, Digital mammographic tumor classification using transfer learning from deep convolutional neural networks Journal of medical imaging. ,vol. 3, pp. 034501- 034501 ,(2016) , 10.1117/1.JMI.3.3.034501
Dinggang Shen, Guorong Wu, Heung-Il Suk, Deep Learning in Medical Image Analysis Annual Review of Biomedical Engineering. ,vol. 19, pp. 221- 248 ,(2017) , 10.1146/ANNUREV-BIOENG-071516-044442