Table 3 Comparison experiments on the DOTA dataset.
From: EFCNet for small object detection in remote sensing images
Category | RetinaNet-O 35 | Faster-RCNN-O36 | ARSD37 | R2YOLOX-s 38 | RIL 39 | HOFA-Net40 | CFC-Net41 | FAMHE-Net42 | RCSANet43 | OURS |
|---|---|---|---|---|---|---|---|---|---|---|
PL | 88.67 | 88.44 | 86.90 | 88.2 | 88.94 | 90.42 | 89.08 | 89.62 | 89.89 | 93.2 |
BD | 77.62 | 73.06 | 69.64 | 81.7 | 78.45 | 76.63 | 80.41 | 83.74 | 77.45 | 77.9 |
BR | 41.81 | 44.86 | 46.38 | 42.3 | 46.87 | 47.57 | 52.41 | 53.84 | 54.61 | 55.6 |
GTF | 58.17 | 59.09 | 56.85 | 61.7 | 72.63 | 59.01 | 70.02 | 73.47 | 65.11 | 65.7 |
SV | 74.58 | 73.25 | 80.60 | 80.3 | 77.63 | 73.41 | 76.28 | 78.85 | 66.05 | 70.7 |
LV | 71.64 | 71.49 | 66.96 | 78.7 | 80.68 | 85.64 | 78.11 | 83.42 | 80.12 | 88.3 |
SH | 79.11 | 77.11 | 78.96 | 88.2 | 88.18 | 89.29 | 87.21 | 88.19 | 87.00 | 90.0 |
TC | 90.29 | 90.84 | 90.76 | 90.9 | 90.55 | 90.76 | 90.89 | 90.91 | 90.88 | 94.1 |
BC | 82.18 | 78.94 | 72.15 | 80.7 | 81.33 | 73.30 | 84.47 | 87.55 | 82.87 | 70.9 |
ST | 74.32 | 83.90 | 78.96 | 86.2 | 83.61 | 89.44 | 85.64 | 85.75 | 86.92 | 81.0 |
SBF | 54.75 | 48.59 | 39.67 | 48.2 | 64.85 | 71.15 | 60.51 | 63.59 | 60.89 | 55.8 |
RA | 60.60 | 62.95 | 61.27 | 58.6 | 63.72 | 69.39 | 61.52 | 67.23 | 66.85 | 69.0 |
HA | 62.57 | 62.18 | 72.23 | 73.5 | 73.09 | 75.16 | 67.82 | 75.65 | 77.62 | 85.9 |
SP | 69.67 | 64.91 | 72.39 | 72.5 | 73.13 | 67.05 | 68.02 | 70.84 | 75.20 | 64.0 |
HC | 60.64 | 56.18 | 50.64 | 52.0 | 56.87 | 74.77 | 50.09 | 58.6 | 71.5. | 76.2 |
FPS | - | - | 46 | - | 13.36 | 44.14 | 17.81 | - | - | 37.46 |
mAP | 68.43 | 69.05 | 68.28 | 72.25 | 74.7 | 75.53 | 73.5 | 76.7 | 74.97 | 75.9 |
