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. Author manuscript; available in PMC: 2018 Jan 27.
Published in final edited form as: IEEE Trans Image Process. 2016 Jul 27;25(10):4753–4767. doi: 10.1109/TIP.2016.2594486

TABLE I.

Comparison of properties between CPMs and alternative methods (✓: applicable, ×: inapplicable)

Method Multiple classifiers Identify easy/hard Unlabeled data Distribution mismatch Smoothness assumption Non-parallel hyperplanes Progressive labeling
Boosting [27] × × × × × ×
TW-SVM [37] × × × × ×
Self-paced learning [39] × × × × × ×
RO-SVM [4], [33] × × × × × ×
Self-training [46] × × × × ×
Co-training [6] × × × ×
Lap-SVM [43] × × × × ×
DAM [21] × ×
CPM (proposed)