Object Detection on DIOR official (test)
80.79AP (c1)SCRDet++ (FPN*)
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCRDet++ (FPN*)Backbone=ResNet-101, own implementation=true, data augmentation=true2020.04 | 80.79 | 87.67 | 80.46 | 89.76 | 57.83 | 80.9 | 75.23 | 90.01 | 82.93 | 84.51 | 83.55 | 63.19 | 67.25 | 72.59 | 79.2 | 70.44 | 89.97 | 70.71 | 58.82 | 90.25 | 77.8 | |
| YOLOv3Backbone=Darknet-532020.04 | 72.2 | 29.2 | 74 | 78.6 | 31.2 | 69.7 | 26.9 | 48.6 | 54.4 | 31.1 | 61.1 | 44.9 | 49.7 | 87.4 | 70.6 | 68.7 | 87.3 | 29.4 | 48.3 | 78.7 | 57.1 | |
| SCRDet++ (RetinaNet*)Backbone=ResNet-101, own implementation=true, data augmentation=true2020.04 | 71.94 | 84.99 | 79.48 | 88.86 | 52.27 | 79.12 | 77.63 | 89.52 | 77.79 | 84.24 | 83.07 | 64.22 | — | 71.25 | 76.51 | 64.54 | 88.02 | 70.91 | 47.12 | 85.1 | 75.11 | |
| FPNBackbone=ResNet-50, own implementation=true2020.04 | 66.57 | 83 | 71.89 | 83.02 | 50.41 | 75.74 | 70.23 | 81.08 | 74.83 | 79.03 | 77.74 | 55.29 | 62.06 | 72.26 | 72.1 | 68.64 | 81.2 | 66.07 | 54.56 | 89.09 | 71.74 | |
| SCRDet++ (FPN*)Backbone=ResNet-50, own implementation=true2020.04 | 66.35 | 83.36 | 74.34 | 87.33 | 52.45 | 77.98 | 70.06 | 84.22 | 77.95 | 80.73 | 81.26 | 56.77 | 63.7 | 73.29 | 71.94 | 71.24 | 83.4 | 62.28 | 55.63 | 90 | 73.21 | |
| SCRDet++ (RetinaNet*)Backbone=ResNet-50, own implementation=true2020.04 | 64.33 | 78.99 | 73.24 | 85.72 | 45.83 | 75.99 | 68.41 | 79.28 | 68.93 | 77.68 | 77.87 | 56.7 | 62.15 | 70.38 | 67.66 | 60.42 | 80.93 | 63.74 | 44.44 | 84.56 | 69.36 | |
| PANetBackbone=ResNet-502020.04 | 61.9 | 70.4 | 71 | 80.4 | 38.9 | 72.5 | 56.6 | 68.4 | 60 | 69 | 74.6 | 41.6 | 55.8 | 71.7 | 72.9 | 62.3 | 81.2 | 54.6 | 48.2 | 86.7 | 63.8 | |
| PANetBackbone=ResNet-1012020.04 | 60.2 | 72 | 70.6 | 80.5 | 43.6 | 72.3 | 61.4 | 72.1 | 66.7 | 72 | 73.4 | 45.3 | 56.9 | 71.7 | 70.4 | 62 | 80.9 | 57 | 47.2 | 84.5 | 66.1 | |
| RetinaNetBackbone=ResNet-50, own implementation=true2020.04 | 59.98 | 79.02 | 70.85 | 83.37 | 45.25 | 75.93 | 64.53 | 76.87 | 66.63 | 80.25 | 76.75 | 55.94 | 60.7 | 70.38 | 61.45 | 60.15 | 81.13 | 62.76 | 44.52 | 84.46 | 68.05 | |
| SSDBackbone=VGG162020.04 | 59.5 | 72.7 | 72.4 | 75.7 | 29.7 | 65.8 | 56.6 | 63.5 | 53.1 | 65.3 | 68.6 | 49.4 | 48.1 | 59.2 | 61 | 46.6 | 76.3 | 55.1 | 27.4 | 65.7 | 58.6 | |
| CornerNetBackbone=Hourglass1042020.04 | 58.8 | 84.2 | 72 | 80.8 | 46.4 | 75.3 | 64.3 | 81.6 | 76.3 | 79.5 | 79.5 | 26.1 | 60.6 | 37.6 | 70.7 | 45.2 | 84 | 57.1 | 43 | 75.9 | 64.9 | |
| CSFFBackbone=ResNet-1012020.04 | 57.2 | 79.6 | 70.1 | 87.4 | 46.1 | 76.6 | 62.7 | 82.6 | 73.2 | 78.2 | 81.6 | 50.7 | 59.5 | 73.3 | 63.4 | 58.5 | 85.9 | 61.9 | 42.9 | 86.9 | 68 | |
| FPNBackbone=ResNet-502020.04 | 54.1 | 71.4 | 63.3 | 81 | 42.6 | 72.5 | 57.5 | 68.7 | 62.1 | 73.1 | 76.5 | 42.8 | 56 | 71.8 | 57 | 53.5 | 81.2 | 53 | 43.1 | 80.9 | 63.1 | |
| FPNBackbone=ResNet-1012020.04 | 54 | 74.5 | 63.3 | 80.7 | 44.8 | 72.5 | 60 | 75.6 | 62.3 | 76 | 76.8 | 46.4 | 57.2 | 71.8 | 68.3 | 53.8 | 81.1 | 59.5 | 43.1 | 81.2 | 65.1 | |
| Mask-RCNNBackbone=ResNet-1012020.04 | 53.9 | 76.6 | 63.2 | 80.9 | 40.2 | 72.5 | 60.4 | 76.3 | 62.5 | 76 | 75.9 | 46.5 | 57.4 | 71.8 | 68.3 | 53.7 | 81 | 62.3 | 43 | 81 | 65.2 | |
| Mask-RCNNBackbone=ResNet-502020.04 | 53.8 | 72.3 | 63.2 | 81 | 38.7 | 72.6 | 55.9 | 71.6 | 67 | 73 | 75.8 | 44.2 | 56.5 | 71.9 | 58.6 | 53.6 | 81.1 | 54 | 43.1 | 81.1 | 63.5 | |
| RetinaNetBackbone=ResNet-502020.04 | 53.7 | 77.3 | 69 | 81.3 | 44.1 | 72.3 | 62.5 | 76.2 | 66 | 77.7 | 74.2 | 50.7 | 59.6 | 71.2 | 69.3 | 44.8 | 81.3 | 54.2 | 45.1 | 83.4 | 65.7 | |
| Faster-RCNNBackbone=VGG162020.04 | 53.6 | 49.3 | 78.8 | 66.2 | 28 | 70.9 | 62.3 | 69 | 55.2 | 68 | 56.9 | 50.2 | 50.1 | 27.7 | 73 | 39.8 | 75.2 | 38.6 | 23.6 | 45.4 | 54.1 | |
| RetinaNetBackbone=ResNet-1012020.04 | 53.3 | 77 | 69.3 | 85 | 44.1 | 73.2 | 62.4 | 78.6 | 62.8 | 78.6 | 76.6 | 49.9 | 59.6 | 71.1 | 68.4 | 45.8 | 81.3 | 55.2 | 44.4 | 85.5 | 66.1 |