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. 2021 Aug 17;16(8):e0255809. doi: 10.1371/journal.pone.0255809

Table 3. Results for frame-based two-class polyp detection.

Category Precision Recall F1-score AP
Faster RCNN ad 72.8 73.0 72.9 72.9
hp 42.2 63.1 50.6 42.5
Mean 57.5 68.1 62.3 57.7
SSD ad 82.7 77.4 80.0 82.7
hp 54.6 51.8 53.1 52.5
Mean 68.6 64.6 66.5 67.6
YOLOv3 ad 89.7 23.2 36.9 61.1
hp 60.0 16.2 25.5 35.0
Mean 74.9 19.7 31.2 48.0
RetinaNet ad 85.4 59.1 69.8 57.9
hp 52.9 43.7 47.9 40.5
Mean 69.2 51.4 59.0 49.2
DetNet ad 73.0 67.5 70.2 60.4
hp 46.0 65.0 53.8 42.2
Mean 59.5 66.2 62.7 51.3
RefineDet ad 92.2 61.3 73.6 81.1
hp 49.1 86.3 62.6 65.9
Mean 70.7 73.8 72.2 73.5
YOLOv4 ad 90.5 54.0 67.6 70.4
hp 54.0 40.6 46.3 42.7
Mean 72.3 47.3 57.2 56.6
ATSS ad 79.5 76.3 77.9 80.7
hp 57.2 68.0 62.2 58.4
Mean 68.4 72.2 70.2 69.5