Oriented Object Detection on DOTA v2.0 (test-dev)
79.49AP (Plane)DCFL+
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DCFL+Architecture=one-stage, Backbone=ReR101, Training Epochs=402023.04 | 79.49 | 57.66 | 55.97 | 50.15 | 61.59 | 49 | 55.33 | 59.31 | 81.18 | 66.52 | 60.06 | 52.87 | 56.71 | 57.83 | 58.13 | 60.35 | 35.66 | 78.65 | 13.03 | |
| DCFL+Architecture=one-stage, Backbone=ResNet-50, Training Epochs=402023.04 | 78.3 | 55.08 | 53.03 | 44.24 | 60.17 | 48.56 | 55.42 | 58.66 | 78.29 | 60.89 | 65.93 | 43.54 | 55.82 | 53.33 | 60 | 54.76 | 30.9 | 74.01 | 15.6 | |
| Oriented R-CNNArchitecture=multi-stage, Backbone=ResNet-502023.04 | 77.95 | 53.28 | 50.29 | 46.73 | 65.24 | 42.61 | 54.56 | 60.02 | 79.08 | 61.69 | 59.42 | 42.26 | 56.89 | 51.11 | 56.16 | 59.33 | 25.81 | 60.67 | 9.17 | |
| S2A-NetArchitecture=one-stage, Backbone=ResNet-502023.04 | 77.84 | 49.86 | 51.31 | 43.72 | 62.59 | 47.51 | 50.58 | 57.86 | 80.73 | 59.11 | 65.32 | 36.43 | 52.6 | 45.36 | 52.46 | 40.12 | 0 | 62.81 | 11.11 | |
| HTC*Architecture=multi-stage, Backbone=ResNet-502023.04 | 77.69 | 50.34 | 47.25 | 41.15 | 60.71 | 41.77 | 52.79 | 58.87 | 78.74 | 55.22 | 58.49 | 38.57 | 52.48 | 49.58 | 56.18 | 54.09 | 4.2 | 66.38 | 11.92 | |
| ATSS-OArchitecture=one-stage, Backbone=ResNet-502023.04 | 77.46 | 49.57 | 49.55 | 42.12 | 62.61 | 45.15 | 48.4 | 51.7 | 78.43 | 59.33 | 62.65 | 39.18 | 52.43 | 42.92 | 53.98 | 42.7 | 5.91 | 67.09 | 10.68 | |
| MRArchitecture=multi-stage, Backbone=ResNet-502023.04 | 76.2 | 49.47 | 49.91 | 41.61 | 60 | 41.08 | 50.77 | 56.24 | 78.01 | 55.85 | 57.48 | 36.62 | 51.67 | 47.39 | 55.79 | 59.06 | 3.64 | 60.26 | 8.95 | |
| DCFLArchitecture=one-stage, Backbone=ResNet-502023.04 | 75.71 | 51.57 | 49.4 | 44.69 | 63.23 | 46.48 | 51.55 | 55.5 | 79.3 | 59.96 | 65.39 | 41.86 | 54.42 | 47.03 | 55.72 | 50.49 | 11.75 | 69.01 | 7.75 | |
| R3Det w/ KLDArchitecture=one-stage, Backbone=ResNet-502023.04 | 75.44 | 47.26 | 50.95 | 41.16 | 61.61 | 41.11 | 45.76 | 49.65 | 78.52 | 54.97 | 60.79 | 42.07 | 53.2 | 43.08 | 49.55 | 34.09 | 36.26 | 68.65 | 0.06 | |
| FCOS-OArchitecture=one-stage, Backbone=ResNet-502023.04 | 74.84 | 48.51 | 47.53 | 40.83 | 57.41 | 43.89 | 47.72 | 55.66 | 78.61 | 57.86 | 63 | 38.02 | 52.38 | 41.91 | 53.24 | 40.22 | 7.15 | 65.51 | 7.42 | |
| S2A-Net w/ DCFLArchitecture=one-stage, Backbone=ResNet-502023.04 | 74.79 | 52.84 | 53.25 | 45.81 | 65.46 | 46.49 | 53.23 | 58.1 | 81.51 | 60.13 | 66.42 | 43.24 | 55.09 | 50.52 | 55.58 | 54.53 | 5.23 | 68.73 | 13.06 | |
| Oriented RepArchitecture=one-stage, Backbone=ResNet-502023.04 | 73.02 | 48.95 | 46.68 | 42.37 | 63.05 | 47.06 | 50.28 | 58.64 | 78.84 | 57.12 | 66.77 | 35.21 | 50.76 | 48.77 | 51.62 | 34.23 | 6.17 | 64.66 | 5.87 | |
| RTArchitecture=multi-stage, Backbone=ResNet-502023.04 | 71.81 | 52.81 | 48.39 | 45.88 | 64.02 | 42.09 | 54.39 | 59.92 | 82.7 | 63.29 | 58.71 | 41.04 | 52.82 | 53.32 | 56.18 | 57.94 | 25.71 | 63.72 | 8.7 | |
| FR OBBArchitecture=multi-stage, Backbone=ResNet-502023.04 | 71.61 | 47.31 | 47.2 | 39.28 | 58.7 | 35.55 | 48.88 | 51.51 | 78.97 | 58.36 | 58.55 | 36.11 | 51.73 | 43.57 | 55.33 | 57.07 | 3.51 | 52.94 | 2.79 | |
| FR OBB + DpArchitecture=multi-stage, Backbone=ResNet-502023.04 | 71.55 | 48.77 | 49.74 | 40.34 | 60.4 | 40.74 | 50.67 | 56.58 | 79.03 | 58.22 | 58.24 | 34.73 | 51.95 | 44.33 | 55.1 | 53.14 | 7.21 | 59.53 | 6.38 | |
| DALArchitecture=one-stage, Backbone=ResNet-502023.04 | 71.23 | 38.52 | 38.36 | 38.6 | 45.24 | 35.42 | 43.75 | 56.04 | 70.84 | 50.87 | 56.63 | 20.28 | 46.53 | 33.49 | 47.29 | 12.15 | 0.81 | 25.77 | 0 | |
| RetinaNet-OArchitecture=one-stage, Backbone=ResNet-502023.04 | 70.63 | 46.68 | 47.26 | 39.12 | 55.02 | 38.1 | 40.52 | 47.16 | 77.74 | 56.86 | 52.12 | 37.22 | 51.75 | 44.15 | 53.19 | 51.06 | 6.58 | 64.28 | 7.45 | |
| SASMArchitecture=one-stage, Backbone=ResNet-502023.04 | 70.3 | 44.53 | 40.62 | 37.01 | 59.03 | 40.21 | 45.46 | 44.6 | 78.58 | 49.34 | 60.73 | 29.89 | 46.57 | 42.95 | 48.31 | 28.13 | 1.82 | 76.37 | 0.74 |