Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PRB-FPN | 76.55 | No | Parallel Residual Bi-Fusion Feature Pyramid Netw... | 2020-12-03 | Code |
| 2 | FFAVOD-SpotNet with U-Net | 53.76 | No | FFAVOD: Feature Fusion Architecture for Video Ob... | 2021-09-15 | Code |
| 3 | SpotNet | 52.8 | No | SpotNet: Self-Attention Multi-Task Network for O... | 2020-02-13 | Code |
| 4 | RN-VID | 39.43 | No | RN-VID: A Feature Fusion Architecture for Video ... | 2020-03-24 | Code |
| 5 | R-FCN | 34.35 | No | The Unmanned Aerial Vehicle Benchmark: Object De... | 2018-03-26 | - |
| 6 | SSD | 33.62 | No | The Unmanned Aerial Vehicle Benchmark: Object De... | 2018-03-26 | - |
| 7 | Faster-RCNN | 22.32 | No | The Unmanned Aerial Vehicle Benchmark: Object De... | 2018-03-26 | - |
| 8 | RON | 21.59 | No | The Unmanned Aerial Vehicle Benchmark: Object De... | 2018-03-26 | - |