TABLE 2.
SSD results compared with MICCIA endoscopic vision challenge.
| TP | FP | FN | Prec | Rec | F1 | F2 | |
|---|---|---|---|---|---|---|---|
| SSD-ResNet50 | 167 | 63 | 41 | 72.6 | 80.3 | 76.3 | 78.6 |
| SSD-InceptionV3 | 167 | 60 | 41 | 73.6 | 80.3 | 76.8 | 78.9 |
| SSD-VGG16 | 158 | 96 | 50 | 62.2 | 75.9 | 68.4 | 72.7 |
| YOLOV3 | 120 | 37 | 88 | 76.4 | 57.7 | 65.8 | 60.7 |
| CUMED | 144 | 55 | 64 | 72.3 | 69.2 | 70.7 | 69.8 |
| CVC-CLINIC | 102 | 920 | 106 | 10.0 | 49.0 | 16.5 | 27.5 |
| ETIS-LARIB | 103 | 1373 | 105 | 6.9 | 49.5 | 12.2 | 22.3 |
| OUS | 131 | 57 | 77 | 69.7 | 63.0 | 66.1 | 64.2 |
| PLS | 119 | 630 | 89 | 15.8 | 57.2 | 24.9 | 37.6 |
| SNU | 20 | 176 | 188 | 10.2 | 9.6 | 9.9 | 9.7 |
| UNS-UCLAN | 110 | 226 | 98 | 32.7 | 52.8 | 40.4 | 47.1 |
| Faster RCNN [27] | 167 | 26 | 41 | 86.5 | 80.3 | 83.3 | 81.5 |