Table 5. Evaluation of model efficiency.
| Method | Params (M) | Size (MB) | FLOPs (G) | FPS |
|---|---|---|---|---|
| DC-Swin | 118 | 237.858 | 126.15 | 34.7 |
| SegFormer | 7.7 | 15.436 | 13.11 | 115.2 |
| GCNet | 61.5 | 122.933 | 9.84 | 182.6 |
| A2FPN | 12.2 | 24.318 | 13.21 | 212.4 |
| PSPNet | 24.3 | 48.648 | 96.53 | 98.5 |
| BuildFormer | 40.5 | 81.038 | 116.22 | 52.4 |
| LOANet (ours) | 1.4 | 2.628 | 5.48 | 212.6 |
| LOANet-large (ours) | 6.1 | 12.271 | 13.69 | 108.4 |
Notes.
Bold values represent the best performance indicators. Underlined values represent the second best performance indicators.