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. 2021 Sep 29;12:693521. doi: 10.3389/fpls.2021.693521

Table 5.

Classification results of Deep CORAL and DDC (fc5a).

Deep CORAL DDC
S-Tb S c T d S T
Tre(%) Valf(%) Teg(%) Tr(%) Val(%) Te(%) Tr(%) Val(%) Te(%) Tr(%) Val(%) Te(%)
01–02 100.00 87.50 80.00 58.48 58.24 56.25 100.00 87.50 86.67 60.23 58.82 56.25
01–03 100.00 93.75 86.67 80.63 84.21 83.33 100.00 87.50 86.67 80.10 84.21 83.33
01–04 100.00 87.50 93.34 65.82 73.68 73.68 100.00 81.25 86.67 70.41 73.68 73.68
02–01 100.00 82.35 75.00 75.95 81.25 73.33 92.40 82.35 68.75 71.52 75.00 73.33
02–03 100.00 76.47 75.00 76.44 77.78 78.95 100.00 76.47 75.00 78.53 73.68 72.22
02–04 100.00 82.35 75.00 72.45 68.42 68.42 95.32 82.35 75.00 71.43 73.68 57.89
03–01 100.00 89.47 83.33 82.91 87.50 80.00 100.00 89.47 77.78 82.91 87.50 73.33
03–02 100.00 89.47 83.33 74.85 70.59 68.75 100.00 94.74 83.33 73.68 76.47 62.50
03–04 100.00 94.74 88.89 84.69 89.47 73.68 100.00 94.74 88.89 73.98 78.95 73.68
04–01 100.00 89.47 94.74 71.52 73.33 68.75 100.00 100.00 94.74 69.62 68.75 66.67
04–02 100.00 94.74 94.74 74.85 68.75 58.82 100.00 84.22 94.74 66.08 64.71 62.50
04–03 100.00 89.47 89.47 83.77 84.21 77.78 100.00 100.00 89.47 82.20 78.95 77.78

afc5 means that the penultimate fully connected layer of the convolutional neural network (CNN) was used for calculating domain loss (CORAL loss and MMD loss, as shown in Figures 3 and 4); bS-T means the source domain-the target domain; cS means the source domain; dT means the target domain; eTr means the training set of the target domain; fVal means the validation set of the target domain; gTe means the test set of the target domain. The bold values means the accuracy rate of the test set was beyond 73%.