DIOR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Oriented Object Detection | DIOR-R | mAP5077.43 | 58 | |
| Object Detection | DIOR | mAP5085.5 | 50 | |
| Object Detection | DIOR-R | mAP74.27 | 35 | |
| Visual Grounding | DIOR-RSVG | Accuracy@0.586.7 | 34 | |
| Oriented Object Detection | DIOR-R (test) | mAP5074.27 | 32 | |
| Rotated Object Detection | DIOR-R extended (test) | mAP74.54 | 28 | |
| Anomaly Detection | DIOR | ROCAUC0.9833 | 26 | |
| Object Detection | DIOR (test) | mAP5078.73 | 24 | |
| Object Detection | DIOR-R (test) | mAP68.4 | 22 | |
| Object Detection | DIOR 2020 (test) | mAP47.1 | 21 | |
| Horizontal Object Detection | DIOR 1.0 (test) | AP5081.1 | 20 | |
| Object Detection | DIOR official (test) | AP (c1)80.79 | 19 | |
| Oriented Object Detection | DIOR (test) | mAP46.3 | 18 | |
| Horizontal Object Detection | DIOR | mAP5078.7 | 16 | |
| Oriented Object Detection | DIOR | AP5061.41 | 15 | |
| Object Detection | DIOR | nAP (1-shot)18.3 | 14 | |
| Object Detection | DIOR | mAP34.25 | 13 | |
| Oriented Object Detection | DIOR v1.0 (test) | AP5058.6 | 13 | |
| Object Detection | DIOR | mAPtgt69.4 | 12 | |
| Remote Sensing Classification | DIOR (test) | Top-1 Acc (Head)91.81 | 9 | |
| Oriented Object Detection | DIOR-R | APL72.19 | 9 | |
| Object Counting | DIOR (test) | Storage Tank MAE12.8 | 8 | |
| Open-vocabulary Aerial Detection | DIOR | AP5093.1 | 8 | |
| Remote Sensing Visual Grounding | DIOR-RSVG (val) | Accuracy @ 0.5 IoU77.16 | 7 | |
| Object Grounding | DIOR | mAP24.6 | 7 |
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