Research Article
SK-FMYOLOV3: A Novel Detection Method for Urine Test Strips
Table 4
Performance comparison of different detection models.
| | Model | Improved prediction box | Multiscale | SkNet | (%) | (%) | Speed/ms |
| | R-CNN [21] | ✗ | ✗ | ✗ | 78.5 | 64.2 | 1200 | | FAST-RCNN [23] | ✗ | ✗ | ✗ | 86.6 | 79.7 | 700 | | FASTER-RCNN [24] | ✗ | ✗ | ✗ | 89.8 | 87.3 | 350 | | YOLOV3 [32] | ✗ | ✗ | ✗ | 87.6 | 71.4 | 230 | | SE-YOLOV3 | ✗ | ✗ | ✗ | 92.5 | 86.1 | 350 | | FYOLOV3 | ✓ | ✗ | ✗ | 93.1 | 90.2 | 310 | | MYOLOV3 | ✗ | ✓ | ✗ | 92.3 | 89.6 | 340 | | FMYOLOV3 | ✓ | ✓ | ✗ | 94.6 | 91.7 | 360 | | SK-FMYOLOV3 | ✓ | ✓ | ✓ | 96.8 | 94.5 | 390 |
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