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MobileNetV2/BINARY_MobileNetV2_Round5/BINARY_MobileNetV2_Round5.keras

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-size 13561499
+oid sha256:c03abe70a1445576914a30e49296d2a5b9e57abf325f7d724e1b0a0f843c832b
+size 13565098

MobileNetV2/BINARY_MobileNetV2_Round5/classification_metrics.txt

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-Precision: 0.9984
-Recall: 1.0000
-Sensitivity: 1.0000
-Specificity: 0.9984
-F1-Score: 0.9992
+Precision: 1.0000
+Recall: 0.9977
+Sensitivity: 0.9977
+Specificity: 1.0000
+F1-Score: 0.9988
 AUC: 1.0000
-MCC: 0.9984
-Cohen's Kappa: 0.9984
-Balanced Accuracy: 0.9992
-Jaccard Index: 0.9984
-Log Loss: 0.0019
-F0.5-Score: 0.9987
+MCC: 0.9977
+Cohen's Kappa: 0.9977
+Balanced Accuracy: 0.9988
+Jaccard Index: 0.9977
+Log Loss: 0.0031
+F0.5-Score: 0.9995

MobileNetV2/BINARY_MobileNetV2_Round5/testing_metrics.txt

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-accuracy: 0.9992
+accuracy: 0.9988
 auc: 1.0000
-loss: 0.0019
+loss: 0.0031

MobileNetV2/BINARY_MobileNetV2_Round5/training_validation_metrics.txt

@@ -1,182 +1,182 @@
 Training and Validation Metrics Per Epoch
 ==================================================
 Epoch 1
-  Training Accuracy: 0.9675
+  Training Accuracy: 0.9738
   Validation Accuracy: 0.9926
-  Training Loss: 0.0900
-  Validation Loss: 0.0224
+  Training Loss: 0.0755
+  Validation Loss: 0.0249
 --------------------------------------------------
 Epoch 2
-  Training Accuracy: 0.9954
-  Validation Accuracy: 0.9934
-  Training Loss: 0.0162
-  Validation Loss: 0.0155
+  Training Accuracy: 0.9948
+  Validation Accuracy: 0.9919
+  Training Loss: 0.0164
+  Validation Loss: 0.0226
 --------------------------------------------------
 Epoch 3
-  Training Accuracy: 0.9968
-  Validation Accuracy: 0.9946
-  Training Loss: 0.0100
-  Validation Loss: 0.0132
+  Training Accuracy: 0.9970
+  Validation Accuracy: 0.9973
+  Training Loss: 0.0106
+  Validation Loss: 0.0096
 --------------------------------------------------
 Epoch 4
-  Training Accuracy: 0.9980
-  Validation Accuracy: 0.9972
-  Training Loss: 0.0073
-  Validation Loss: 0.0082
+  Training Accuracy: 0.9975
+  Validation Accuracy: 0.9964
+  Training Loss: 0.0075
+  Validation Loss: 0.0113
 --------------------------------------------------
 Epoch 5
-  Training Accuracy: 0.9983
-  Validation Accuracy: 0.9968
-  Training Loss: 0.0061
-  Validation Loss: 0.0087
+  Training Accuracy: 0.9979
+  Validation Accuracy: 0.9972
+  Training Loss: 0.0067
+  Validation Loss: 0.0080
 --------------------------------------------------
 Epoch 6
   Training Accuracy: 0.9982
-  Validation Accuracy: 0.9964
-  Training Loss: 0.0058
-  Validation Loss: 0.0106
+  Validation Accuracy: 0.9970
+  Training Loss: 0.0055
+  Validation Loss: 0.0093
 --------------------------------------------------
 Epoch 7
-  Training Accuracy: 0.9992
-  Validation Accuracy: 0.9972
-  Training Loss: 0.0037
-  Validation Loss: 0.0080
+  Training Accuracy: 0.9984
+  Validation Accuracy: 0.9967
+  Training Loss: 0.0053
+  Validation Loss: 0.0107
 --------------------------------------------------
 Epoch 8
-  Training Accuracy: 0.9992
-  Validation Accuracy: 0.9974
-  Training Loss: 0.0037
-  Validation Loss: 0.0067
+  Training Accuracy: 0.9987
+  Validation Accuracy: 0.9972
+  Training Loss: 0.0044
+  Validation Loss: 0.0088
 --------------------------------------------------
 Epoch 9
-  Training Accuracy: 0.9995
-  Validation Accuracy: 0.9978
-  Training Loss: 0.0022
-  Validation Loss: 0.0064
+  Training Accuracy: 0.9988
+  Validation Accuracy: 0.9985
+  Training Loss: 0.0039
+  Validation Loss: 0.0045
 --------------------------------------------------
 Epoch 10
-  Training Accuracy: 0.9990
-  Validation Accuracy: 0.9978
-  Training Loss: 0.0029
-  Validation Loss: 0.0062
+  Training Accuracy: 0.9986
+  Validation Accuracy: 0.9972
+  Training Loss: 0.0040
+  Validation Loss: 0.0087
 --------------------------------------------------
 Epoch 11
-  Training Accuracy: 0.9995
+  Training Accuracy: 0.9987
   Validation Accuracy: 0.9982
-  Training Loss: 0.0022
+  Training Loss: 0.0039
   Validation Loss: 0.0051
 --------------------------------------------------
 Epoch 12
-  Training Accuracy: 0.9985
-  Validation Accuracy: 0.9982
+  Training Accuracy: 0.9989
+  Validation Accuracy: 0.9985
   Training Loss: 0.0035
-  Validation Loss: 0.0049
+  Validation Loss: 0.0044
 --------------------------------------------------
 Epoch 13
   Training Accuracy: 0.9994
-  Validation Accuracy: 0.9986
-  Training Loss: 0.0018
-  Validation Loss: 0.0044
+  Validation Accuracy: 0.9971
+  Training Loss: 0.0023
+  Validation Loss: 0.0081
 --------------------------------------------------
 Epoch 14
-  Training Accuracy: 0.9993
-  Validation Accuracy: 0.9972
-  Training Loss: 0.0022
-  Validation Loss: 0.0080
+  Training Accuracy: 0.9989
+  Validation Accuracy: 0.9967
+  Training Loss: 0.0029
+  Validation Loss: 0.0096
 --------------------------------------------------
 Epoch 15
-  Training Accuracy: 0.9996
-  Validation Accuracy: 0.9986
-  Training Loss: 0.0013
-  Validation Loss: 0.0052
+  Training Accuracy: 0.9993
+  Validation Accuracy: 0.9985
+  Training Loss: 0.0022
+  Validation Loss: 0.0044
 --------------------------------------------------
 Epoch 16
-  Training Accuracy: 0.9994
-  Validation Accuracy: 0.9984
-  Training Loss: 0.0017
-  Validation Loss: 0.0056
+  Training Accuracy: 0.9990
+  Validation Accuracy: 0.9990
+  Training Loss: 0.0030
+  Validation Loss: 0.0025
 --------------------------------------------------
 Epoch 17
-  Training Accuracy: 0.9997
-  Validation Accuracy: 0.9990
-  Training Loss: 0.0011
-  Validation Loss: 0.0037
+  Training Accuracy: 0.9992
+  Validation Accuracy: 0.9976
+  Training Loss: 0.0028
+  Validation Loss: 0.0066
 --------------------------------------------------
 Epoch 18
-  Training Accuracy: 0.9997
-  Validation Accuracy: 0.9976
-  Training Loss: 0.0012
-  Validation Loss: 0.0081
+  Training Accuracy: 0.9994
+  Validation Accuracy: 0.9973
+  Training Loss: 0.0017
+  Validation Loss: 0.0078
 --------------------------------------------------
 Epoch 19
-  Training Accuracy: 0.9996
-  Validation Accuracy: 0.9984
-  Training Loss: 0.0014
-  Validation Loss: 0.0041
+  Training Accuracy: 0.9991
+  Validation Accuracy: 0.9980
+  Training Loss: 0.0024
+  Validation Loss: 0.0055
 --------------------------------------------------
 Epoch 20
-  Training Accuracy: 0.9995
-  Validation Accuracy: 0.9978
-  Training Loss: 0.0015
-  Validation Loss: 0.0066
+  Training Accuracy: 0.9994
+  Validation Accuracy: 0.9980
+  Training Loss: 0.0019
+  Validation Loss: 0.0057
 --------------------------------------------------
 Epoch 21
-  Training Accuracy: 0.9995
-  Validation Accuracy: 0.9986
-  Training Loss: 0.0013
-  Validation Loss: 0.0050
+  Training Accuracy: 0.9994
+  Validation Accuracy: 0.9980
+  Training Loss: 0.0020
+  Validation Loss: 0.0063
 --------------------------------------------------
 Epoch 22
   Training Accuracy: 0.9996
-  Validation Accuracy: 0.9988
-  Training Loss: 0.0010
-  Validation Loss: 0.0047
+  Validation Accuracy: 0.9982
+  Training Loss: 0.0014
+  Validation Loss: 0.0055
 --------------------------------------------------
 Epoch 23
-  Training Accuracy: 0.9996
-  Validation Accuracy: 0.9978
-  Training Loss: 0.0013
-  Validation Loss: 0.0063
+  Training Accuracy: 0.9995
+  Validation Accuracy: 0.9985
+  Training Loss: 0.0015
+  Validation Loss: 0.0050
 --------------------------------------------------
 Epoch 24
-  Training Accuracy: 0.9997
-  Validation Accuracy: 0.9984
-  Training Loss: 0.0010
-  Validation Loss: 0.0063
+  Training Accuracy: 0.9994
+  Validation Accuracy: 0.9967
+  Training Loss: 0.0019
+  Validation Loss: 0.0103
 --------------------------------------------------
 Epoch 25
-  Training Accuracy: 0.9997
-  Validation Accuracy: 0.9988
-  Training Loss: 0.0010
-  Validation Loss: 0.0048
+  Training Accuracy: 0.9993
+  Validation Accuracy: 0.9986
+  Training Loss: 0.0019
+  Validation Loss: 0.0037
 --------------------------------------------------
 Epoch 26
-  Training Accuracy: 0.9997
-  Validation Accuracy: 0.9988
-  Training Loss: 0.0008
-  Validation Loss: 0.0041
+  Training Accuracy: 0.9993
+  Validation Accuracy: 0.9975
+  Training Loss: 0.0017
+  Validation Loss: 0.0084
 --------------------------------------------------
 Epoch 27
-  Training Accuracy: 0.9998
+  Training Accuracy: 0.9995
   Validation Accuracy: 0.9980
-  Training Loss: 0.0009
-  Validation Loss: 0.0056
+  Training Loss: 0.0015
+  Validation Loss: 0.0053
 --------------------------------------------------
 Epoch 28
-  Training Accuracy: 0.9994
-  Validation Accuracy: 0.9980
-  Training Loss: 0.0013
-  Validation Loss: 0.0072
+  Training Accuracy: 0.9995
+  Validation Accuracy: 0.9976
+  Training Loss: 0.0014
+  Validation Loss: 0.0054
 --------------------------------------------------
 Epoch 29
   Training Accuracy: 0.9997
   Validation Accuracy: 0.9984
-  Training Loss: 0.0007
-  Validation Loss: 0.0058
+  Training Loss: 0.0013
+  Validation Loss: 0.0043
 --------------------------------------------------
 Epoch 30
-  Training Accuracy: 0.9999
-  Validation Accuracy: 0.9990
-  Training Loss: 0.0005
-  Validation Loss: 0.0046
+  Training Accuracy: 0.9996
+  Validation Accuracy: 0.9982
+  Training Loss: 0.0014
+  Validation Loss: 0.0041
 --------------------------------------------------