Oriented Object Detection on DOTA 1.0 (train test)
79.8mAP 50Oriented-DETR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Oriented-DETRBackbone=Swin-T, Category=DETR based end-to-end, Protocol=single scale2024.07 | 79.8 | 89.4 | 85.1 | 57.8 | 75 | 81.2 | 86.1 | 89.1 | 90.9 | 88.7 | 87 | 62.9 | 69.1 | 80.7 | 82.8 | 71 | |
| Oriented-DETRBackbone=R-50, Category=DETR based end-to-end, Protocol=single scale2024.07 | 79.1 | 89.2 | 86.4 | 57.7 | 75.3 | 81.1 | 84.7 | 89.1 | 90.9 | 86.1 | 87 | 59.5 | 70.3 | 79.3 | 81.5 | 68.8 | |
| RVSABackbone=ViTAE-B, Category=two-stage, Protocol=single scale2024.07 | 79 | 89.4 | 84.3 | 59.4 | 73.2 | 80 | 85.4 | 88.1 | 90.9 | 88.5 | 86.5 | 58.9 | 72.2 | 77.3 | 79.6 | 71.2 | |
| PKINetBackbone=PKINet-S, Category=two-stage, Protocol=single scale2024.07 | 78.4 | 89.7 | 84.2 | 55.8 | 77.6 | 80.3 | 84.5 | 88.1 | 90.9 | 87.6 | 86.1 | 66.9 | 70.2 | 77.5 | 73.6 | 62.9 | |
| PSCBackbone=Darknet53, Category=one-stage, Protocol=single scale2024.07 | 78.1 | 89.9 | 86 | 54.9 | 62 | 81.9 | 85.5 | 88.4 | 90.7 | 86.9 | 88.8 | 63.9 | 69.2 | 76.8 | 82.8 | 63.2 | |
| ARCBackbone=ARC-R101, Category=two-stage, Protocol=single scale2024.07 | 77.7 | 89.4 | 83.6 | 57.5 | 75.9 | 78.8 | 83.6 | 88.1 | 90.9 | 85.9 | 85.4 | 64 | 68.7 | 75.6 | 72 | 65.7 | |
| AO2-DETRBackbone=R-50, Category=DETR based end-to-end, Protocol=single scale2024.07 | 77.7 | 89.3 | 85 | 56.7 | 74.9 | 78.9 | 82.7 | 87.4 | 90.5 | 84.7 | 85.4 | 62 | 70 | 74.7 | 72.4 | 71.6 | |
| Orient-RepBackbone=Swin-T, Category=one-stage, Protocol=single scale2024.07 | 77.6 | 89.1 | 82.3 | 56.7 | 75 | 80.7 | 83.7 | 87.7 | 90.8 | 87.1 | 85.9 | 63.6 | 68.6 | 75.9 | 73.5 | 63.8 | |
| GGHLBackbone=Darknet53, Category=one-stage, Protocol=single scale2024.07 | 77 | 89.7 | 85.6 | 44.5 | 77.5 | 76.7 | 80.5 | 86.2 | 90.8 | 88.2 | 86.3 | 67.1 | 69.4 | 73.4 | 68.5 | 70.1 | |
| COBBBackbone=ResNet50, Category=two-stage, Protocol=single scale2024.07 | 76.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSKDetBackbone=R-101, Category=two-stage, Protocol=single scale2024.07 | 76.4 | 90.1 | 87.1 | 54.2 | 75.6 | 72.6 | 76.9 | 87.6 | 90.8 | 79.1 | 86.9 | 59.9 | 71.3 | 75.2 | 71.7 | 66.7 | |
| O-RCNNBackbone=R-101, Category=two-stage, Protocol=single scale2024.07 | 76.3 | 88.9 | 83.5 | 55.3 | 76.9 | 74.3 | 82.1 | 87.5 | 90.9 | 85.6 | 85.3 | 65.5 | 66.8 | 74.4 | 70.2 | 57.3 | |
| ReDetBackbone=ReR50, Category=two-stage, Protocol=single scale2024.07 | 76.3 | 88.8 | 82.6 | 54 | 74 | 78.1 | 84.1 | 88 | 90.9 | 87.8 | 85.8 | 61.8 | 60.4 | 76 | 68.1 | 63.6 | |
| CSLBackbone=R-152, Category=two-stage, Protocol=single scale2024.07 | 76.2 | 90.3 | 85.5 | 54.6 | 75.3 | 70.4 | 73.5 | 77.6 | 90.8 | 86.2 | 86.7 | 69.6 | 68 | 73.8 | 71.1 | 68.9 | |
| ARS-DETRBackbone=Swin-T, Category=DETR based end-to-end, Protocol=single scale2024.07 | 75.5 | 87.7 | 76.5 | 50.6 | 69.9 | 79.8 | 83.9 | 87.9 | 90.3 | 86.2 | 85.1 | 54.6 | 67 | 75.6 | 73.7 | 63.4 | |
| DHRecBackbone=R-101, Category=one-stage, Protocol=single scale2024.07 | 75.4 | 88.8 | 82.1 | 55.7 | 72 | 77.8 | 79.1 | 88 | 90.9 | 84 | 85.8 | 58 | 66.6 | 74.5 | 70.6 | 57.3 | |
| DCFLBackbone=ReR101, Category=one-stage, Protocol=single scale2024.07 | 75.4 | 89.2 | 83.1 | 51.5 | 76.2 | 77.8 | 76.4 | 86.8 | 90.9 | 82.5 | 85.5 | 64.2 | 68.3 | 74.5 | 69.3 | 62.4 | |
| G. VertexBackbone=R-101, Category=two-stage, Protocol=single scale2024.07 | 75 | 89.6 | 85 | 52.3 | 77.3 | 73 | 73.1 | 86.8 | 90.7 | 79 | 86.8 | 59.6 | 70.9 | 72.9 | 70.9 | 57.3 | |
| SASMBackbone=R-50, Category=one-stage, Protocol=single scale2024.07 | 74.9 | 86.4 | 79 | 52.5 | 69.8 | 77.3 | 76 | 86.7 | 90.9 | 82.6 | 85.7 | 60.1 | 68.3 | 74 | 72.2 | 62.4 | |
| RoI-TransBackbone=R-101, Category=two-stage, Protocol=single scale2024.07 | 74.6 | 88.6 | 82.6 | 52.5 | 70.9 | 77.9 | 76.7 | 86.9 | 90.7 | 83.8 | 82.5 | 53.9 | 67.6 | 74.7 | 68.8 | 61 | |
| R³DetBackbone=R-152, Category=one-stage, Protocol=single scale2024.07 | 73.7 | 89.5 | 81.2 | 50.5 | 66.1 | 70.9 | 78.7 | 78.2 | 90.8 | 85.3 | 84.2 | 61.8 | 63.8 | 68.2 | 69.8 | 67.2 | |
| SCRDetBackbone=R-101, Category=two-stage, Protocol=single scale2024.07 | 72.6 | 90 | 80.6 | 52.1 | 68.4 | 68.4 | 60.3 | 72.4 | 90.9 | 87.9 | 86.9 | 65 | 66.7 | 66.3 | 68.2 | 65.2 | |
| EMO2-DETRBackbone=Swin-T, Category=DETR based end-to-end, Protocol=single scale2024.07 | 72.3 | 89 | 79.6 | 48.7 | 60.2 | 77.3 | 76.4 | 84.5 | 90.8 | 84.8 | 85.7 | 48.9 | 67.6 | 66.3 | 71.5 | 53.5 |