Table 8.
Comparison with baseline and prior state-of-the-art methods (all values rounded to 1 decimal place for consistency)
| Method | Person | Bicycle | Car | mAP |
|---|---|---|---|---|
| Baseline | 54.7 | 39.7 | 67.6 | 54.0 |
| MMTOD-UNIT(MSCOCO) [12] | 64.5 | 49.4 | 70.7 | 61.5 |
| Transfer learning on SSD VGG16 [15] | 61.9 | 46.1 | 85.1 | 64.4 |
| ODSC (SSD512 VGG16) [34] | 71.0 | 55.5 | 82.3 | 69.6 |
| BU(LT, T) [25] | 75.6 | 57.4 | 86.5 | 73.2 |
| ThermalDet [6] | 78.2 | 60.0 | 85.5 | 74.6 |
| PMBW(D2, 3) (ours) | 80.6 | 66.5 | 84.5 | 77.2 |
| PMBW(D3, 3) (ours) | 81.2 | 64.0 | 86.5 | 77.3 |