DOTA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Oriented Object Detection | DOTA v1.0 (test) | SV83.52 | 378 | |
| Object Detection | DOTA 1.0 (test) | Plane AP90.39 | 256 | |
| Visual Active Search | DOTA | ANT0.27 | 162 | |
| Oriented Object Detection | DOTA (test) | AP (Plane)90.25 | 92 | |
| Oriented Object Detection | DOTA v1.5 (test) | mAP78.12 | 58 | |
| Rotated Object Detection | DOTA 1.0 (test) | mAP82.24 | 46 | |
| Object Detection | DOTA v1.5 | mAP68.92 | 37 | |
| Object Detection | DOTA v1.5 (test) | mAP72.89 | 34 | |
| Object Detection | DOTA | AP (Plane)89.98 | 28 | |
| Visual Active Search | DOTA Roundabout (test) | ANT2.66 | 27 | |
| Visual Active Search | DOTA Plane (test) | ANT6.75 | 27 | |
| Visual Active Search | DOTA Helicopter (test) | ANT167 | 27 | |
| Visual Active Search | DOTA Harbor (test) | ANT7.38 | 27 | |
| Visual Active Search | DOTA Large Vehicle (test) | ANT9.24 | 27 | |
| Visual Active Search | DOTA Ship (test) | ANT2.41 | 27 | |
| Object Detection | DOTA v1.0 | Overall mAP82.75 | 24 | |
| Oriented Object Detection | DOTA single-scale 1.0 (test) | AP (PL)90.21 | 24 | |
| Oriented Object Detection | DOTA 1.0 (train test) | mAP 5079.8 | 23 | |
| Sim-to-real adaptation | DoTA (target) | Accuracy65.5 | 20 | |
| Horizontal Object Detection | DOTA v1.0 (test) | AP (Plane)0.9018 | 20 | |
| Rotated Object Detection | DOTA 2.0 (test) | mAP58.96 | 19 | |
| Oriented Object Detection | DOTA v2.0 (test-dev) | AP (Plane)79.49 | 18 | |
| Oriented Object Detection | DOTA v1.0 | AP5075.81 | 16 | |
| Remote Sensing Image Classification | DOTA | Head Macro F199.4 | 16 | |
| Object Detection | DOTA (test) | mAP81.77 | 15 |
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