Classification Report: precision recall f1-score support COS_Arc_mark_level_1 1.000000 1.000000 1.000000 22 COS_Arc_mark_level_2 0.971429 1.000000 0.985507 34 COS_Arc_mark_level_3 0.971698 0.990385 0.980952 104 COS_Crack_level_1 1.000000 1.000000 1.000000 7 COS_Crack_level_2 1.000000 1.000000 1.000000 27 COS_Crack_level_3 1.000000 1.000000 1.000000 73 COS_Fuse_link_corrosion_level_1 1.000000 1.000000 1.000000 22 COS_Fuse_link_corrosion_level_2 1.000000 0.973684 0.986667 76 COS_Fuse_link_corrosion_level_3 0.988764 1.000000 0.994350 88 COS_Normal_normal 1.000000 0.991228 0.995595 114 GS_Arc_mark_level_1 0.961905 0.980583 0.971154 103 GS_Arc_mark_level_2 1.000000 1.000000 1.000000 14 GS_Arc_mark_level_3 1.000000 1.000000 1.000000 6 GS_Normal_normal 0.976190 0.976190 0.976190 42 Insulator_Installation_level_1 0.962963 0.912281 0.936937 57 Insulator_Installation_level_2 0.975610 0.952381 0.963855 42 Insulator_Installation_level_3 1.000000 1.000000 1.000000 26 Insulator_Normal_normal 0.992593 1.000000 0.996283 134 LA_Arc_mark_level_1 1.000000 1.000000 1.000000 4 LA_Arc_mark_level_2 1.000000 1.000000 1.000000 43 LA_Arc_mark_level_3 1.000000 0.974026 0.986842 77 LA_Crack_level_1 0.916667 1.000000 0.956522 11 LA_Crack_level_2 1.000000 1.000000 1.000000 42 LA_Crack_level_3 0.968750 0.953846 0.961240 65 LA_Installation_level_1 1.000000 1.000000 1.000000 14 LA_Installation_level_2 0.971429 1.000000 0.985507 34 LA_Installation_level_3 0.966667 0.983051 0.974790 59 LA_Normal_normal 0.990741 1.000000 0.995349 107 LP_Crack_level_1 0.975000 0.975000 0.975000 40 LP_Crack_level_2 0.968750 1.000000 0.984127 31 LP_Crack_level_3 1.000000 1.000000 1.000000 46 LP_Installation_level_1 0.983871 1.000000 0.991870 61 LP_Installation_level_2 0.967742 1.000000 0.983607 30 LP_Installation_level_3 1.000000 1.000000 1.000000 70 LP_Normal_normal 0.992248 0.992248 0.992248 129 Pole_Crack_level_1 1.000000 0.961538 0.980392 26 Pole_Crack_level_2 1.000000 0.928571 0.962963 42 Pole_Crack_level_3 0.986111 0.986111 0.986111 72 Pole_Normal_normal 1.000000 1.000000 1.000000 6 accuracy 0.986500 2000 macro avg 0.986901 0.987978 0.987284 2000 weighted avg 0.986624 0.986500 0.986449 2000 ROC-AUC Score: 0.993809 Mean Average Precision: 0.975452 F1 Score: 0.987284 Class-wise ROC-AUC values: COS_Arc_mark_level_1: 1.000000 COS_Arc_mark_level_2: 0.999746 COS_Arc_mark_level_3: 0.994401 COS_Crack_level_1: 1.000000 COS_Crack_level_2: 1.000000 COS_Crack_level_3: 1.000000 COS_Fuse_link_corrosion_level_1: 1.000000 COS_Fuse_link_corrosion_level_2: 0.986842 COS_Fuse_link_corrosion_level_3: 0.999738 COS_Normal_normal: 0.995614 GS_Arc_mark_level_1: 0.989237 GS_Arc_mark_level_2: 1.000000 GS_Arc_mark_level_3: 1.000000 GS_Normal_normal: 0.987840 Insulator_Installation_level_1: 0.955626 Insulator_Installation_level_2: 0.975935 Insulator_Installation_level_3: 1.000000 Insulator_Normal_normal: 0.999732 LA_Arc_mark_level_1: 1.000000 LA_Arc_mark_level_2: 1.000000 LA_Arc_mark_level_3: 0.987013 LA_Crack_level_1: 0.999749 LA_Crack_level_2: 1.000000 LA_Crack_level_3: 0.976406 LA_Installation_level_1: 1.000000 LA_Installation_level_2: 0.999746 LA_Installation_level_3: 0.991010 LA_Normal_normal: 0.999736 LP_Crack_level_1: 0.987245 LP_Crack_level_2: 0.999746 LP_Crack_level_3: 1.000000 LP_Installation_level_1: 0.999742 LP_Installation_level_2: 0.999746 LP_Installation_level_3: 1.000000 LP_Normal_normal: 0.995857 Pole_Crack_level_1: 0.980769 Pole_Crack_level_2: 0.964286 Pole_Crack_level_3: 0.992796 Pole_Normal_normal: 1.000000 Overall ROC-AUC: 0.993809 Class-wise Average Precision (AP) values: COS_Arc_mark_level_1: 1.000000 COS_Arc_mark_level_2: 0.971429 COS_Arc_mark_level_3: 0.962855 COS_Crack_level_1: 1.000000 COS_Crack_level_2: 1.000000 COS_Crack_level_3: 1.000000 COS_Fuse_link_corrosion_level_1: 1.000000 COS_Fuse_link_corrosion_level_2: 0.974684 COS_Fuse_link_corrosion_level_3: 0.988764 COS_Normal_normal: 0.991728 GS_Arc_mark_level_1: 0.944227 GS_Arc_mark_level_2: 1.000000 GS_Arc_mark_level_3: 1.000000 GS_Normal_normal: 0.953448 Insulator_Installation_level_1: 0.880993 Insulator_Installation_level_2: 0.930152 Insulator_Installation_level_3: 1.000000 Insulator_Normal_normal: 0.992593 LA_Arc_mark_level_1: 1.000000 LA_Arc_mark_level_2: 1.000000 LA_Arc_mark_level_3: 0.975026 LA_Crack_level_1: 0.916667 LA_Crack_level_2: 1.000000 LA_Crack_level_3: 0.925538 LA_Installation_level_1: 1.000000 LA_Installation_level_2: 0.971429 LA_Installation_level_3: 0.950782 LA_Normal_normal: 0.990741 LP_Crack_level_1: 0.951125 LP_Crack_level_2: 0.968750 LP_Crack_level_3: 1.000000 LP_Installation_level_1: 0.983871 LP_Installation_level_2: 0.967742 LP_Installation_level_3: 1.000000 LP_Normal_normal: 0.985056 Pole_Crack_level_1: 0.962038 Pole_Crack_level_2: 0.930071 Pole_Crack_level_3: 0.972915 Pole_Normal_normal: 1.000000 Overall Mean Average Precision (mAP): 0.975452