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4.6 RESULT AND ANALYSIS         79




                Table 4.17 Result of Inception ResNet V2 With LR, SVM, and K-NN on 200×


                Feature Extractor  Classifier  Accuracy (%)  Precision (%)  Recall (%)  F1-Score (%)
                Inception ResNet V2  LR       91.32         90.63         97.03       93.72
                                   SVM        94.29         94.24         97.40       95.80
                                   K-NN       89.83         92.25         93.24       92.74


                     98
                     96
                     94
                                                                                     Accuracy
                     92                                                              Precision
                                                                                     Recall
                     90
                                                                                     F1score
                     88
                     86
                          Logistic regression   Support vector         K-NN

               FIG. 4.23
               Performance of Inception ResNet V2 with three different classifiers for 200 .


                Table 4.18 Result of Xception with LR, SVM, and K-NN on 200×

                Feature Extractor  Classifier  Accuracy (%)  Precision (%)  Recall (%)  F1-Score (%)
                Xception          LR         90.82         89.73          97.40       93.40
                                  SVM        90.32         88.33          98.51       93.15
                                  K-NN       88.34         90.25          92.59       91.41


                     100
                      98
                      96
                      94                                                             Accuracy
                      92
                                                                                     Precision
                      90
                                                                                     Recall
                      88
                      86                                                             F1score
                      84
                      82
                           Logistic regression  Support vector        K-NN
               FIG. 4.24
               Performance of Xception with three different classifiers for 200 .
   81   82   83   84   85   86   87   88   89   90   91