The International Journal of Fuzzy Logic and Intelligent Systems

eISSN 2093-744X
pISSN 1598-2645

Comparison of both focal loss about U-Net models

IOUPrecisionRecall
U-Net(i)0.496 ± 0.0000.001 ± 0.0000.000 ± 0.000
(ii)0.496 ± 0.0000.001 ± 0.0010.000 ± 0.000
(iii)0.632 ± 0.0110.344 ± 0.0290.333 ± 0.004
(iv)0.496 ± 0.0000.003 ± 0.0020.000 ± 0.000
Attention U-Net(i)0.715 ± 0.0080.536 ± 0.0020.420 ± 0.002
(ii)0.724 ± 0.0050.555 ± 0.0050.444 ± 0.013
(iii)0.723 ± 0.0020.554 ± 0.0060.441 ± 0.004
(iv)0.723 ± 0.0050.548 ± 0.0120.437 ± 0.013
U-Net BN(i)0.731 ± 0.0020.565 ± 0.0070.464 ± 0.005
(ii)0.728 ± 0.0040.564 ± 0.0040.458 ± 0.004
(iii)0.729 ± 0.0030.567 ± 0.0030.459 ± 0.007
(iv)0.730 ± 0.0010.564 ± 0.0060.461 ± 0.001

(I) L1 0.0 and L2 0.0 regularization coefficient, (ii) L1 0.0 and L2 0.5 regularization coefficient, (iii) L1 0.5 and L2 0.0 regularization coefficient, and (iv) L1 0.5 and L2 0.5 regularization coefficient.

International Journal of Fuzzy Logic and Intelligent Systems 2020;20:59~68 https://doi.org/10.5391/IJFIS.2020.20.1.59
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