Table 4 Performance comparison of baseline models using AP scores for each class in the R2PPE dataset (definitions of PPE class names referred to in Table 1).
From: An image dataset for surveillance of personal protective equipment adherence in healthcare
Mask | Gown | Eyewear | Glove | Head | ALL | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MA | MI | RC | NC | S | GA | GI | GC | EA | FC | FI | SG | PG | GG | PR | HA | HC | |||
Faster R-CNN | 22.4 | 33.0 | 33.7 | 33.9 | 31.7 | 52.8 | 55.6 | 54.6 | 31.8 | 44.8 | 65.5 | 47.7 | 41.9 | 55.8 | 85.9 | 42.2 | 48.9 | 65.3 | 47.1 |
YOLO | 27.6 | 37.1 | 37.8 | 38.0 | 36.2 | 66.6 | 68.4 | 63.2 | 35.9 | 52.3 | 70.0 | 54.7 | 47.4 | 61.6 | 92.3 | 51.2 | 60.2 | 76.0 | 54.3 |
RT-DETR | 24.5 | 35.4 | 34.0 | 35.2 | 35.8 | 59.4 | 61.7 | 60.9 | 33.1 | 48.2 | 68.0 | 51.7 | 47.1 | 57.7 | 89.2 | 45.0 | 51.5 | 70.7 | 50.0 |
