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Complexity and performance comparison of different attention mechanisms on Soccer-Det.
| Attention type | Complexity | GFLOPs | Memory (GB) | mAP@0.5 | mAP@0.75 | FPS |
|---|---|---|---|---|---|---|
| Global attention |
|
45.2 | 8.7 | 76.8 | 58.2 | 12.5 |
| Fixed window |
|
12.8 | 3.5 | 74.2 | 55.6 | 38.2 |
| LIAU (w/o shift) |
|
6.8 | 2.1 | 76.5 | 58.0 | 36.7 |
| LIAU (full) |
|
6.8 | 2.1 | 79.7 | 61.5 | 34.5 |
Significant values are in bold.
