| 数据集 | 衡量指标 | CDCNN | SSRN | FDSSC | DBDA | RULBP+GCN | CEGCN | GLFAF |
|---|---|---|---|---|---|---|---|---|
| UP | Params/M | 0.63 | 0.22 | 0.65 | 0.20 | 1.58×10-3 | 0.15 | 0.18 |
| FLOPs/G | 0.76 | 19.32 | 11.10 | 85.01 | 1.15×10-5 | 126.99 | 65.29 | |
| Training/s | 0.15 | 1.84 | 2.36 | 0.15 | 0.66 | 0.22 | 0.36 | |
| Testing/s | 0.70 | 4.83 | 9.90 | 9.58 | 1.38 | 1.29 | 1.31 | |
| SA | Params/M | 1.08 | 0.37 | 1.25 | 0.39 | 3.54×10-3 | 0.17 | 0.18 |
| FLOPs/G | 0.37 | 10.02 | 5.69 | 3.47 | 2.55×10-5 | 36.61 | 20.10 | |
| Training/s | 0.25 | 3.43 | 4.31 | 0.40 | 0.17 | 0.11 | 0.20 | |
| Testing/s | 1.17 | 11.84 | 22.94 | 23.83 | 0.99 | 0.91 | 0.95 | |
| LK | Params/M | 1.38 | 0.47 | 1.64 | 0.51 | 1.58×10-3 | 0.17 | 0.19 |
| FLOPs/G | 4.69 | 128.05 | 72.53 | 44.28 | 1.15×10-5 | 139.22 | 85.57 | |
| Training/s | 0.16 | 2.00 | 2.52 | 0.30 | 0.69 | 0.24 | 0.41 | |
| Testing/s | 5.80 | 88.16 | 119.75 | 121.80 | 2.47 | 2.52 | 2.55 | |
| HC | Params/M | 1.40 | 0.48 | 1.67 | 0.52 | 1.81×10-3 | 0.18 | 0.19 |
| FLOPs/G | 3.58 | 97.61 | 55.28 | 33.75 | 0.13×10-5 | 393.40 | 213.08 | |
| Training/s | 0.26 | 3.54 | 1.86 | 1.05 | 0.47 | 0.32 | 0.29 | |
| Testing/s | 27.17 | 111.60 | 46.43 | 61.14 | 1.93 | 11.61 | 12.65 |
