Techniques Evaluation of Artificial Intelligence Performance

被引:5
作者
Kalpathy-Cramer, Jayashree [1 ]
Patel, Jay B. [1 ]
Bridge, Christopher [1 ]
Chang, Ken [1 ]
机构
[1] Massachusetts Gen Hosp, Martinos Ctr Biomed Imaging, Radiol, 149 13th St, Boston, MA 02129 USA
关键词
Artificial Intelligence; Machine learning; Deep learning; Algorithms; Evaluation; IMAGE-DATABASE-CONSORTIUM; LUNG NODULES; DEEP; CANCER; CLASSIFICATION; RELIABILITY; LIDC;
D O I
10.1016/j.rcl.2021.06.005
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
[No abstract available]
引用
收藏
页码:941 / 954
页数:14
相关论文
共 64 条
[1]  
Adebayo J., 2020, Sanity checks for saliency maps
[2]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[3]   Deep learning for segmentation of brain tumors: Impact of cross-institutional training and testing [J].
AlBadawy, Ehab A. ;
Saha, Ashirbani ;
Mazurowski, Maciej A. .
MEDICAL PHYSICS, 2018, 45 (03) :1150-1158
[4]   Uncovering and Mitigating Algorithmic Bias through Learned Latent Structure [J].
Amini, Alexander ;
Soleimany, Ava P. ;
Schwarting, Wilko ;
Bhatia, Sangeeta N. ;
Rus, Daniela .
AIES '19: PROCEEDINGS OF THE 2019 AAAI/ACM CONFERENCE ON AI, ETHICS, AND SOCIETY, 2019, :289-295
[5]  
[Anonymous], 2018, DEEP LEARNING IS ROB
[6]  
[Anonymous], 2010, International journal of computer vision, DOI DOI 10.1007/s11263-009-0275-4
[7]   The Lung Image Database Consortium (LIDC): An evaluation of radiologist variability in the identification of lung nodules on CT scans [J].
Armato, Samuel G., III ;
McNitt-Gray, Michael F. ;
Reeves, Anthony P. ;
Meyer, Charles R. ;
McLennan, Geoffrey ;
Aberle, Denise R. ;
Kazerooni, Ella A. ;
MacMahon, Heber ;
van Beek, Edwin J. R. ;
Yankelevitz, David ;
Hoffman, Eric A. ;
Henschke, Claudia I. ;
Roberts, Rachael Y. ;
Brown, Matthew S. ;
Engelmann, Roger M. ;
Pais, Richard C. ;
Piker, Christopher W. ;
Qing, David ;
Kocherginsky, Masha ;
Croft, Barbara Y. ;
Clarke, Laurence P. .
ACADEMIC RADIOLOGY, 2007, 14 (11) :1409-1421
[8]   The Lung Image Database Consortium, (LIDC) and Image Database Resource Initiative (IDRI): A Completed Reference Database of Lung Nodules on CT Scans [J].
Armato, Samuel G., III ;
McLennan, Geoffrey ;
Bidaut, Luc ;
McNitt-Gray, Michael F. ;
Meyer, Charles R. ;
Reeves, Anthony P. ;
Zhao, Binsheng ;
Aberle, Denise R. ;
Henschke, Claudia I. ;
Hoffman, Eric A. ;
Kazerooni, Ella A. ;
MacMahon, Heber ;
van Beek, Edwin J. R. ;
Yankelevitz, David ;
Biancardi, Alberto M. ;
Bland, Peyton H. ;
Brown, Matthew S. ;
Engelmann, Roger M. ;
Laderach, Gary E. ;
Max, Daniel ;
Pais, Richard C. ;
Qing, David P-Y ;
Roberts, Rachael Y. ;
Smith, Amanda R. ;
Starkey, Adam ;
Batra, Poonam ;
Caligiuri, Philip ;
Farooqi, Ali ;
Gladish, Gregory W. ;
Jude, C. Matilda ;
Munden, Reginald F. ;
Petkovska, Iva ;
Quint, Leslie E. ;
Schwartz, Lawrence H. ;
Sundaram, Baskaran ;
Dodd, Lori E. ;
Fenimore, Charles ;
Gur, David ;
Petrick, Nicholas ;
Freymann, John ;
Kirby, Justin ;
Hughes, Brian ;
Casteele, Alessi Vande ;
Gupte, Sangeeta ;
Sallam, Maha ;
Heath, Michael D. ;
Kuhn, Michael H. ;
Dharaiya, Ekta ;
Burns, Richard ;
Fryd, David S. .
MEDICAL PHYSICS, 2011, 38 (02) :915-931
[9]  
Arun N, 2020, ASSESSING UN TRUSTWO
[10]   Area under the Free-Response ROC Curve (FROC) and a Related Summary Index [J].
Bandos, Andriy I. ;
Rockette, Howard E. ;
Song, Tao ;
Gur, David .
BIOMETRICS, 2009, 65 (01) :247-256