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. Author manuscript; available in PMC: 2018 Oct 18.
Published in final edited form as: Proc IEEE Int Symp Biomed Imaging. 2018 May 24;2018:885–888. doi: 10.1109/ISBI.2018.8363713

Algorithm 1.

Progressive Semi-supervised Learning

Input: θ, L, U
Output: updated θ
1: while len(U) > 0 do
2:  Estimate SU by θ
3:  Move k best pairs (IU, SU) from U to L
4:  Optimize θ by training on L
5: return θ