Table 10.
Summary of result evaluation for CT images
Publication | Image | Training | Testing+ validation | Result (%) | Citation |
---|---|---|---|---|---|
February 21, 2020 [3] | 618 | 189 | 30+ N/A | Accuracy:86.70 | 117 |
February 25, 2020 [64] | 274 | 79 | 25 + 9 | Accuracy:94.00 AUC:91.00 | 22 |
March 01, 2020 [73] | 46096 | 691 | 636 + N/A | Accuracy:98.85Sensitivity:94.34Specificity:99.16 | 37 |
March 19, 2020 [74] | 4356 | 1048 | 131 + 117 | Sensitivity:90.00 Specificity:96.16 AUC:96.00 | 172 |
March 22, 2020 [75] | 2685 | NS | NS + NS | Accuracy:87.90 Sensitivity:90.70 Specificity:83.30AUC:94.20 | 24 |
March 23, 2020 [76] | 1418 | 723 | 154 + N/A | Sensitivity:97.4 Specificity:92.2 AUC:99.10 | 13 |
March 24, 2020[12] | 206 | 50 | 56 + N/A | Sensitivity:98.20 Specificity:92.20 AUC:99.60 | 87 |
March 26, 2020 [68] | 5372 | 1266 | 102 + 92 | Accuracy:85.00 Sensitivity:79.35 Specificity:71.43 AUC:86.00 | 8 |
March 26, 2020[62] | 630 | 289 | 76+ N/A | Accuracy:90.10Sensitivity:90.70 Specificity:91.10 | 35 |
March 30, 2020[65] | 89628 | 7543 | 4887 + 2514 | Accuracy:98.80 Sensitivity: 98.20 Specificity: 98.90 | 2 |
March 31, 2020[31] | 361 | 339 | 17+ N/A | Accuracy:94.10Sensitivity:90.00 Specificity:100.00 | 11 |
April 06, 2020[14] | 2064 | 829 | 109 + N/A | Sensitivity:94.00 Specificity:98.00 AUC:99.40 | 11 |
April 07, 2020 [15] | 12000 | 4500 | 1500 + N/A | Accuracy:98.93 Sensitivity:97.60 Specificity:97.63 | 5 |
April 10, 2020 [16] | 420 | 375 | 45 + N/A | Accuracy:99.56 | 2 |
April 12, 2020 [17] | 110 | NS | NS + 10-Fold | Accuracy:89.00 | 7 |
April 14, 2020 [77] | 360 | 120 | 30 + N/A | Accuracy:89.20 Sensitivity:88.60 Specificity:87.60 AUC:92.30 | 4 |
April 15, 2020 [78] | 79396 | 2794 | 64711 + N/A | Sensitivity:95.00 Specificity: 93.00 | 11 |
April 17, 2020 [79] | 746 | 191 | 98 + 60 | Accuracy:83.00 AUC:87.00 | 4 |
April 17, 2020 [80] | 470 | 165 | 110 + N/A | Accuracy:93.65 Sensitivity:94.25 Specificity:92.79 | 1 |
April 17, 2020 [21] | 746 | 286 | 105 + N/A | Accuracy:87.60 Specificity:85.20 AUC:96.10 | 2 |
April 21, 2020 [18] | 829 | 298 | 75 + NS | Sensitivity:86.70 Specificity:99.30 | 1 |
April 21, 2020 [81] | 1044 | 349 | 50 + 50 | Accuracy:86.00 Sensitivity:94.00 Specificity:94.00 AUC:93.00 | 3 |
April 21, 2020 [19] | 100 | 60 | 40 + N/A | Accuracy:83.62 Sensitivity:97.42 | 3 |
April 24, 2020 [82] | 1065 | 340 | N/A + 290 | Accuracy:89.50 Sensitivity: 87.00 Specificity:88.00 | 77 |
April 24, 2020 [56] | 783 | 251 | 108 + 80 | Accuracy:83.00Sensitivity:85.00 Specificity:81.73 | 2 |
May 07, 2020 [83] | 2522 | 1196 | 299 +5 fold | Accuracy:97.79 Sensitivity:93.05 Specificity:89.95 AUC:96.35 | 1 |
May 21, 2020 [20] | 130 | NS | NS + NS | Sensitivity:72.50Specificity:96.00 | 10 |
May 28, 2020 [84] | 746 | 178 | 95 + 76 | Accuracy:99.40 Sensitivity:100.00 Specificity:98.60 AUC:99.65 | 0 |
June 02, 2020 [13] | 4260 | 751 | NS + NS | Sensitivity:90.19 Specificity:95.76 AUC:97.17 | 12 |
June 17, 2020 [85] | 812 | 349 | N/A + N/A | Accuracy:79.50AUC:90.10 | 35 |
Total = 30 | Average Accuracy: 90.69Sensitivity:91.48 Specificity:92.26 AUC: 94.46 |