A unified methodology based on sparse field level sets and boosting algorithms for false positives reduction in lung nodules detection

Random Forests

Leo Breiman · Machine Learning · 2001 · 119.3K citations · Full text

Active contours without edges

Tony F. Chan, Luminita A. Vese · IEEE Transactions on Image Processing · 2001 · 10.2K citations

Engineering, Shape Analysis, Image Sequence Analysis +18

Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · The Annals of Statistics · 2000 · 6.9K citations · Full text

Engineering, Machine Learning, Text Mining +24

The Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI): A Completed Reference Database of Lung Nodules on CT Scans

Samuel G. Armato, Geoffrey McLennan, Luc Bidaut et al. · Medical Physics · 2011 · 2.7K citations · Full text

Exploratory Undersampling for Class-Imbalance Learning

Xuying Liu, Jianxin Wu, Zhihua Zhou · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2008 · 2.4K citations

Engineering, Machine Learning, Roc Curve +16