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. Author manuscript; available in PMC: 2019 Sep 20.
Published in final edited form as: Deep Learn Med Image Anal Multimodal Learn Clin Decis Support (2018). 2018 Sep 20;11045:83–91. doi: 10.1007/978-3-030-00889-5_10

Table 1.

F1 scores of the models obtained from querying iterations of different AL algorithms. The scores of intermediate querying iterations are based on grid samples, whereas the initial and final scores are reported based on full segmentation.

Adolescents Newborns
Initial 85.73 ± 3.91 79.93 ± 2.92
# Queries Fisher (%) entropy (%) random (%) Fisher (%) entropy (%) random (%)
100 87.11 ± 3.04 86.85 ± 3.29 82.61 ± 5.05 84.26 ± 2.86 83.33 ± 2.84 76.4 ± 6.22
500 90.9 ± 2.07 90.62 ± 2.16 85.28 ± 3.48 86.92 ± 2.37 86.47 ± 2.29 80.75 ± 2.96
1000 92.42 ± 1.76 92.57 ± 1.64 86.71 ± 2.88 88.11 ± 2.23 87.89 ± 2.12 82.12 ± 2.84
1500 93.57 ± 1.37 93.5 ± 1.39 87.78 ± 2.44 89.07 ± 2.02 88.82 ± 2 83.11 ± 2.85
Final 95.21 ± 0.94 95.15 ± 0.9 91 ± 1.48 90.24 ± 1.84 89.88 ± 1.72 86.92 ± 2.2