Oriented Object Detection on DOTA (test)
90.25AP (Plane)CSL
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CSLBackbone=ResNet-1522020.12 | 90.25 | 76.17 | 85.53 | 54.64 | 75.31 | 70.44 | 73.51 | 77.62 | 90.84 | 86.15 | 86.69 | 69.6 | 68.04 | 73.83 | 71.1 | 68.93 | — | |
| CSLBackbone=ResNet-1522021.12 | 90.25 | 76.17 | 54.64 | 85.53 | 75.31 | 70.44 | 73.51 | 77.62 | 90.84 | 86.15 | 86.69 | 69.6 | 68.04 | 73.83 | 71.1 | 68.93 | — | |
| RSDetDetector type=one-stage, Backbone=ResNet-152, Multi-scale (MS)=false, Flip=false2021.04 | 90.1 | 74.1 | 53.8 | 82 | 68.5 | 70.2 | 78.7 | 73.6 | 91.2 | 87.1 | 84.7 | 64.3 | 68.2 | 66.1 | 69.3 | 63.7 | — | |
| SCRDetDetection Stage=Two-stage2019.12 | 89.98 | 72.61 | 80.65 | 52.09 | 68.36 | 68.36 | 60.32 | 72.41 | 90.85 | 87.94 | 86.86 | 65.02 | 66.68 | 66.25 | 68.24 | 65.21 | — | |
| SCRDetBackbone=ResNet-1012020.12 | 89.98 | 72.61 | 80.65 | 52.09 | 68.36 | 68.36 | 60.32 | 72.41 | 90.85 | 87.94 | 86.86 | 65.02 | 66.68 | 66.25 | 68.24 | 65.21 | — | |
| SCRDetDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=true, Flip=true2021.04 | 89.98 | 72.61 | 52.09 | 80.65 | 68.36 | 68.36 | 60.32 | 72.41 | 90.85 | 87.94 | 86.86 | 65.02 | 66.68 | 66.25 | 68.24 | 65.21 | — | |
| SCRDetBackbone=ResNet-1012021.12 | 89.98 | 72.61 | 52.09 | 80.65 | 68.36 | 68.36 | 60.32 | 72.41 | 90.85 | 87.94 | 86.86 | 65.02 | 66.68 | 66.25 | 68.24 | 65.21 | — | |
| SCRDettask=OBB2021.01 | 89.98 | 72.61 | 52.09 | 80.65 | 68.36 | 68.36 | 60.32 | 72.41 | 90.85 | 87.94 | 86.86 | 65.02 | 66.68 | 66.25 | 68.24 | 65.21 | — | |
| SCRDetframework=two-stage method, multi-scale=true2020.05 | 89.98 | 72.61 | 52.09 | 87.94 | 68.36 | 68.36 | 60.32 | 72.41 | 90.85 | 80.65 | 86.86 | 65.02 | 66.68 | 66.25 | 68.24 | 65.21 | — | |
| RSDetDetector type=one-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 89.8 | 72.2 | 48.6 | 82.9 | 65.2 | 69.5 | 70.1 | 70.2 | 90.5 | 85.6 | 83.4 | 62.5 | 63.9 | 65.6 | 67.2 | 68 | — | |
| DRNDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=true, Flip=true2021.04 | 89.71 | 73.23 | 47.22 | 82.34 | 64.1 | 76.22 | 74.43 | 85.84 | 90.57 | 86.18 | 84.89 | 57.65 | 61.93 | 69.3 | 69.63 | 58.48 | — | |
| DRNframework=anchor-free method, multi-scale=true, flip=true2020.05 | 89.71 | 73.23 | 47.22 | 86.18 | 64.1 | 76.22 | 74.43 | 85.84 | 90.57 | 82.34 | 84.89 | 57.65 | 61.93 | 69.3 | 69.63 | 58.48 | — | |
| S2A-Net + DALBackbone=ResNet-502020.12 | 89.69 | 76.95 | 83.11 | 55.03 | 71 | 78.3 | 81.9 | 88.46 | 90.89 | 84.97 | 87.46 | 64.41 | 65.65 | 76.86 | 72.09 | 64.35 | — | |
| DALBackbone=ResNet-502021.12 | 89.69 | 76.95 | 55.03 | 83.11 | 71 | 78.3 | 81.9 | 88.46 | 90.89 | 84.97 | 87.46 | 64.41 | 65.65 | 76.86 | 72.09 | 64.35 | — | |
| Gliding vertexDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 89.64 | 75.02 | 52.26 | 85 | 77.34 | 73.01 | 73.14 | 86.82 | 90.74 | 79.02 | 86.81 | 59.55 | 70.91 | 72.94 | 70.86 | 57.32 | — | |
| CenterNetDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=false, Flip=true2021.04 | 89.56 | 69.95 | 43.8 | 79.83 | 66.54 | 65.58 | 66.09 | 83.11 | 90.72 | 83.72 | 84.3 | 55.62 | 58.71 | 62.48 | 68.33 | 50.77 | — | |
| baselineframework=anchor-free method, multi-scale=true, flip=true2020.05 | 89.56 | 69.95 | 43.8 | 83.72 | 66.54 | 65.58 | 66.09 | 83.11 | 90.72 | 79.83 | 84.3 | 55.62 | 58.71 | 62.48 | 68.33 | 50.77 | — | |
| R³DetDetection Stage=One-stage2019.12 | 89.54 | 71.69 | 81.99 | 48.46 | 62.52 | 70.48 | 74.29 | 77.54 | 90.8 | 81.39 | 83.54 | 61.97 | 59.82 | 65.44 | 67.46 | 60.05 | — | |
| R3DetDetector type=one-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 89.54 | 71.69 | 48.46 | 81.99 | 62.52 | 70.48 | 74.29 | 77.54 | 90.8 | 81.39 | 83.54 | 61.97 | 59.82 | 65.44 | 67.46 | 60.05 | — | |
| R3Dettask=OBB2021.01 | 89.54 | 71.69 | 48.46 | 81.99 | 62.52 | 70.48 | 74.29 | 77.54 | 90.8 | 81.39 | 83.54 | 61.97 | 59.82 | 65.44 | 67.46 | 60.05 | — | |
| R3DetBackbone=ResNet-1522020.12 | 89.49 | 73.74 | 81.17 | 50.53 | 66.1 | 70.92 | 78.66 | 78.21 | 90.81 | 85.26 | 84.23 | 61.81 | 63.77 | 68.16 | 69.83 | 67.17 | — | |
| R3DetDetector type=one-stage, Backbone=ResNet-152, Multi-scale (MS)=false, Flip=false2021.04 | 89.49 | 73.74 | 50.53 | 81.17 | 66.1 | 70.92 | 78.66 | 78.21 | 90.81 | 85.26 | 84.23 | 61.81 | 63.77 | 68.16 | 69.83 | 67.17 | — | |
| R3DetBackbone=ResNet-1522021.12 | 89.49 | 73.74 | 50.53 | 81.17 | 66.1 | 70.92 | 78.66 | 78.21 | 90.81 | 85.26 | 84.23 | 61.81 | 63.77 | 68.16 | 69.83 | 67.17 | — | |
| DRNDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=true, Flip=false2021.04 | 89.45 | 72.95 | 48.98 | 83.16 | 62.24 | 70.63 | 74.25 | 83.99 | 90.73 | 84.6 | 85.35 | 55.76 | 60.79 | 71.56 | 68.82 | 63.92 | — | |
| DRNframework=anchor-free method, multi-scale=true, flip=false2020.05 | 89.45 | 72.95 | 48.98 | 84.6 | 62.24 | 70.63 | 74.25 | 83.99 | 90.73 | 83.16 | 85.35 | 55.76 | 60.79 | 71.56 | 68.82 | 63.92 | — | |
| SCRDetDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 89.41 | 69.83 | — | 78.83 | 65.59 | 69.96 | 57.63 | 72.26 | 90.73 | 81.41 | 84.39 | 52.76 | 63.62 | 62.01 | 67.62 | 61.16 | — | |
| SCRDetframework=two-stage method, multi-scale=false2020.05 | 89.41 | 69.83 | 50.02 | 81.41 | 65.59 | 69.96 | 57.63 | 72.26 | 90.73 | 78.83 | 84.39 | 52.76 | 63.62 | 62.01 | 67.62 | 61.16 | — | |
| O2-DNetDetection Stage=One-stage2019.12 | 89.31 | 71.04 | 82.14 | 47.33 | 61.21 | 71.32 | 74.03 | 78.62 | 90.76 | 82.23 | 81.36 | 60.93 | 60.17 | 58.21 | 66.98 | 61.03 | — | |
| O2-DNetBackbone=Hourglass-1042020.12 | 89.31 | 71.04 | 82.14 | 47.33 | 61.21 | 71.32 | 74.03 | 78.62 | 90.76 | 82.23 | 81.36 | 60.93 | 60.17 | 58.21 | 66.98 | 61.03 | — | |
| O2-DNetBackbone=Hourglass-1042021.12 | 89.31 | 71.04 | 47.33 | 82.14 | 61.21 | 71.32 | 74.03 | 78.62 | 90.76 | 82.23 | 81.36 | 60.93 | 60.17 | 58.21 | 66.98 | 61.03 | — | |
| O2-DNettask=OBB2021.01 | 89.31 | 71.04 | 47.33 | 82.14 | 61.21 | 71.32 | 74.03 | 78.62 | 90.76 | 82.23 | 81.36 | 60.93 | 60.17 | 58.21 | 66.98 | 61.03 | — | |
| R3Det-DCLBackbone=ResNet-1522021.12 | 89.26 | 77.37 | 53.54 | 83.6 | 72.76 | 79.04 | 82.56 | 87.31 | 90.67 | 86.59 | 86.98 | 67.49 | 66.88 | 73.29 | 70.56 | 69.99 | — | |
| DEA-Net (RoI Trans)Backbone=ResNet-1012021.12 | 89.18 | 77.77 | 55.14 | 83.46 | 71.69 | 79.59 | 83.08 | 88.1 | 90.88 | 87.09 | 86.73 | 63.99 | 65.14 | 75.81 | 78.01 | 68.69 | — | |
| S2A-NetBackbone=ResNet-502020.12 | 89.11 | 74.12 | 82.84 | 48.37 | 71.11 | 78.11 | 78.39 | 87.25 | 90.83 | 84.9 | 85.64 | 60.36 | 62.6 | 65.26 | 69.13 | 57.94 | — | |
| CFC-NetArchitecture=single-stage detector, Feature maps=P3-P7, Input size=800x8002021.01 | 89.08 | 73.5 | 52.41 | 80.41 | 70.02 | 76.28 | 78.11 | 87.21 | 90.89 | 84.47 | 85.64 | 60.51 | 61.52 | 67.82 | 68.02 | 50.09 | — | |
| CenterNetDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=false, Flip=false2021.04 | 89.02 | 65.04 | 37.62 | 69.71 | 63.42 | 65.23 | 63.74 | 77.28 | 90.51 | 79.24 | 77.93 | 44.83 | 54.64 | 55.93 | 61.11 | 45.71 | — | |
| baselineframework=anchor-free method, multi-scale=false, flip=false2020.05 | 89.02 | 65.04 | 37.62 | 79.24 | 63.42 | 65.23 | 63.74 | 77.28 | 90.51 | 69.71 | 77.93 | 44.83 | 54.64 | 55.93 | 61.11 | 45.71 | — | |
| RetinaNetDetection Stage=One-stage, Output Mode=Oriented Bounding Boxes2019.12 | 88.92 | 62.02 | 67.67 | 33.55 | 56.83 | 66.11 | 73.28 | 75.24 | 90.87 | 73.95 | 75.07 | 43.77 | 56.72 | 51.05 | 55.86 | 21.46 | — | |
| DRNBackbone=Hourglass-1042020.12 | 88.91 | 70.7 | 80.22 | 43.52 | 63.35 | 73.48 | 70.69 | 84.94 | 90.14 | 83.85 | 84.11 | 50.12 | 58.41 | 67.62 | 68.6 | 52.5 | — | |
| DRNDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=false, Flip=false2021.04 | 88.91 | 70.7 | 43.52 | 80.22 | 63.35 | 73.48 | 70.69 | 84.94 | 90.14 | 83.85 | 84.11 | 50.12 | 58.41 | 67.62 | 68.6 | 52.5 | — | |
| DRNBackbone=Hourglass-1042021.12 | 88.91 | 70.7 | 43.52 | 80.22 | 63.35 | 73.48 | 70.69 | 84.94 | 90.14 | 83.85 | 84.11 | 50.12 | 58.41 | 67.62 | 68.6 | 52.5 | — | |
| DRNtask=OBB2021.01 | 88.91 | 70.7 | 43.52 | 80.22 | 63.35 | 73.48 | 70.69 | 84.94 | 90.14 | 83.85 | 84.11 | 50.12 | 58.41 | 67.62 | 68.6 | 52.5 | — | |
| DRNframework=anchor-free method, multi-scale=false, flip=false2020.05 | 88.91 | 70.7 | 43.52 | 83.85 | 63.35 | 73.48 | 70.69 | 84.94 | 90.14 | 80.22 | 84.11 | 50.12 | 58.41 | 67.62 | 68.6 | 52.5 | — | |
| RetinaNetDetector type=one-stage, Backbone=ResNet-50, Multi-scale (MS)=false, Flip=false2021.04 | 88.87 | 62.22 | 40.11 | 74.46 | 58.03 | 63.1 | 50.61 | 63.63 | 90.89 | 77.91 | 76.38 | 48.26 | 55.85 | 50.67 | 60.23 | 34.23 | — | |
| TricubeNetDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=true, Flip=true2021.04 | 88.75 | 75.26 | 49.24 | 82.12 | 72.98 | 77.64 | 74.53 | 84.65 | 90.81 | 86.02 | 85.38 | 58.69 | 63.59 | 73.82 | 69.67 | 71.08 | — | |
| Baseline + DALBackbone=ResNet-502020.12 | 88.68 | 71.44 | 76.55 | 45.08 | 66.8 | 67 | 76.76 | 79.74 | 90.84 | 79.54 | 78.45 | 57.71 | 62.27 | 69.05 | 73.14 | 60.11 | — | |
| BaselineBackbone=ResNet-502020.12 | 88.67 | 68.43 | 77.62 | 41.81 | 58.17 | 74.58 | 71.64 | 79.11 | 90.29 | 82.13 | 74.32 | 54.75 | 60.6 | 62.57 | 69.67 | 60.64 | — | |
| RoI-TransformerDetection Stage=Two-stage2019.12 | 88.64 | 69.56 | 78.52 | 43.44 | 75.92 | 68.81 | 73.68 | 83.59 | 90.74 | 77.27 | 81.46 | 58.39 | 53.54 | 62.83 | 58.93 | 47.67 | — | |
| RoI Trans.Backbone=ResNet-1012020.12 | 88.64 | 69.56 | 78.52 | 43.44 | 75.92 | 68.81 | 73.68 | 83.59 | 90.74 | 77.27 | 81.46 | 58.39 | 53.54 | 62.83 | 58.93 | 47.67 | — | |
| RoI TransDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=true, Flip=true2021.04 | 88.64 | 69.56 | 43.44 | 78.52 | 75.92 | 68.81 | 73.68 | 83.59 | 90.74 | 77.27 | 81.46 | 58.39 | 53.54 | 62.83 | 58.93 | 47.67 | — | |
| RoI TransBackbone=ResNet-1012021.12 | 88.64 | 69.56 | 43.44 | 78.52 | 75.92 | 68.81 | 73.68 | 83.59 | 90.74 | 77.27 | 81.46 | 58.39 | 53.54 | 62.83 | 58.93 | 47.67 | — | |
| RoI Trans.task=OBB2021.01 | 88.64 | 69.56 | 43.44 | 78.52 | 75.92 | 68.81 | 73.68 | 83.59 | 90.74 | 77.27 | 81.46 | 58.39 | 53.54 | 62.83 | 58.93 | 47.67 | — | |
| RoI-Transformerframework=two-stage method, multi-scale=true2020.05 | 88.64 | 69.56 | 43.44 | 77.27 | 75.92 | 68.81 | 73.6 | 83.59 | 90.74 | 78.52 | 81.46 | 58.39 | 53.54 | 62.83 | 58.93 | 47.67 | — | |
| Baseline + DALBackbone=ResNet-1012020.12 | 88.61 | 71.78 | 79.69 | 46.27 | 70.37 | 65.89 | 76.1 | 78.53 | 90.84 | 79.98 | 78.41 | 58.71 | 62.02 | 69.23 | 71.32 | 60.65 | — | |
| RRPNDetection Stage=Two-stage2019.12 | 88.52 | 61.01 | 71.2 | 31.66 | 59.3 | 51.85 | 56.19 | 57.25 | 90.81 | 72.84 | 67.38 | 56.69 | 52.84 | 53.08 | 51.94 | 53.58 | — | |
| RRPNBackbone=ResNet-1012020.12 | 88.52 | 61.01 | 71.2 | 31.66 | 59.3 | 51.85 | 56.19 | 57.25 | 90.81 | 72.84 | 67.38 | 56.69 | 52.84 | 53.08 | 51.94 | 53.58 | — | |
| R2CNNDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 88.52 | 60.67 | 31.66 | 71.2 | 59.3 | 51.85 | 56.19 | 57.25 | 90.81 | 72.84 | 67.38 | 56.69 | 52.84 | 53.08 | 51.94 | 53.58 | — | |
| RRPNBackbone=ResNet-1012021.12 | 88.52 | 61.01 | 31.66 | 71.2 | 59.3 | 51.85 | 56.19 | 57.25 | 90.81 | 72.84 | 67.38 | 56.69 | 52.84 | 53.08 | 51.94 | 53.58 | — | |
| RRPNtask=OBB2021.01 | 88.52 | 61.01 | 31.66 | 71.2 | 59.3 | 51.85 | 56.19 | 57.25 | 90.81 | 72.84 | 67.38 | 56.69 | 52.84 | 53.08 | 51.94 | 53.58 | — | |
| RRPNframework=two-stage method2020.05 | 88.52 | 61.01 | 31.66 | 72.84 | 59.3 | 51.85 | 56.19 | 57.25 | 90.81 | 71.2 | 67.38 | 56.69 | 52.84 | 53.08 | 51.94 | 53.58 | — | |
| TricubeNetDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=true, Flip=false2021.04 | 88.28 | 74.22 | 47.32 | 80.46 | 70.09 | 76.97 | 72.97 | 84.52 | 90.73 | 83.87 | 84.6 | 56.92 | 62.91 | 73.36 | 68.74 | 71.63 | — | |
| CAD-NetBackbone=ResNet-1012020.12 | 87.8 | 69.9 | 82.4 | 49.4 | 73.5 | 71.1 | 63.5 | 76.7 | 90.9 | 79.2 | 73.3 | 48.4 | 60.9 | 62 | 67 | 62.2 | — | |
| CAD-NetBackbone=ResNet-1012021.12 | 87.8 | 69.9 | 49.4 | 82.4 | 73.5 | 71.1 | 63.5 | 76.7 | 90.9 | 79.2 | 73.3 | 48.4 | 60.9 | 62 | 67 | 62.2 | — | |
| CAD-Nettask=OBB2021.01 | 87.8 | 69.9 | 49.4 | 82.4 | 73.5 | 71.1 | 63.5 | 76.7 | 90.9 | 79.2 | 73.3 | 48.4 | 60.9 | 62 | 67 | 62.2 | — | |
| TricubeNetDetector type=anchor-free, Backbone=Hourglass-104, Multi-scale (MS)=false, Flip=false2021.04 | 87.51 | 72.17 | 43.21 | 73.62 | 63.67 | 76.97 | 72.97 | 84.36 | 89.21 | 83.59 | 84.6 | 47.29 | 61.77 | 73.36 | 68.74 | 69.4 | — | |
| ICNDetection Stage=Two-stage2019.12 | 81.4 | 68.2 | 74.3 | 47.7 | 70.3 | 64.9 | 67.8 | 70 | 90.8 | 79.1 | 78.2 | 53.6 | 62.9 | 67 | 64.2 | 50.2 | — | |
| ICNframework=two-stage method2020.05 | 81.4 | 68.2 | 47.7 | 79.1 | 70.3 | 64.9 | 67.8 | 70 | 90.8 | 74.3 | 78.2 | 53.6 | 62.9 | 67 | 64.2 | 50.2 | — | |
| ICNBackbone=ResNet-1012020.12 | 81.36 | 68.16 | 74.3 | 47.7 | 70.32 | 64.89 | 67.82 | 69.98 | 90.76 | 79.06 | 78.2 | 53.64 | 62.9 | 67.02 | 64.17 | 50.23 | — | |
| ICNDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 81.36 | 68.16 | 47.7 | 74.3 | 70.32 | 64.89 | 67.82 | 69.98 | 90.76 | 79.06 | 78.2 | 53.64 | 62.9 | 67.02 | 64.17 | 50.23 | — | |
| ICNBackbone=ResNet-1012021.12 | 81.36 | 68.16 | 47.7 | 74.3 | 70.32 | 64.89 | 67.82 | 69.98 | 90.76 | 79.06 | 78.02 | 53.64 | 62.9 | 67.02 | 64.17 | 50.23 | — | |
| ICNtask=OBB2021.01 | 81.36 | 68.16 | 47.7 | 74.3 | 70.32 | 64.89 | 67.82 | 69.98 | 90.76 | 79.06 | 78.2 | 53.64 | 62.9 | 67.02 | 64.17 | 50.23 | — | |
| R2CNNDetection Stage=Two-stage2019.12 | 80.94 | 60.67 | 65.67 | 35.34 | 67.44 | 59.92 | 50.91 | 55.81 | 90.67 | 66.92 | 72.39 | 55.06 | 52.23 | 55.14 | 53.35 | 48.22 | — | |
| R2CNNBackbone=ResNet-1012020.12 | 80.94 | 60.67 | 65.67 | 35.34 | 67.44 | 59.92 | 50.91 | 55.81 | 90.67 | 66.92 | 72.39 | 55.06 | 52.23 | 55.14 | 53.35 | 48.22 | — | |
| RRPNDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 80.94 | 61.01 | 35.34 | 65.75 | 67.44 | 59.92 | 50.91 | 55.81 | 90.67 | 66.92 | 72.39 | 55.06 | 52.23 | 55.14 | 53.35 | 48.22 | — | |
| R2CNNBackbone=ResNet-1012021.12 | 80.94 | 60.67 | 35.34 | 65.67 | 67.44 | 59.92 | 50.91 | 55.81 | 90.67 | 66.92 | 72.39 | 55.06 | 52.23 | 55.14 | 53.35 | 48.22 | — | |
| R2CNNtask=OBB2021.01 | 80.94 | 60.67 | 35.34 | 65.67 | 67.44 | 59.92 | 50.91 | 55.81 | 90.67 | 66.92 | 72.39 | 55.06 | 52.23 | 55.14 | 53.35 | 48.22 | — | |
| R2CNNframework=two-stage method2020.05 | 80.94 | 60.67 | 35.34 | 66.92 | 67.44 | 59.92 | 50.91 | 55.81 | 90.67 | 65.67 | 72.39 | 55.06 | 52.23 | 55.14 | 53.35 | 48.22 | — | |
| R-DFPNDetection Stage=Two-stage2019.12 | 80.92 | 57.94 | 65.82 | 33.77 | 58.94 | 55.77 | 50.94 | 54.78 | 90.33 | 66.34 | 68.66 | 48.73 | 51.76 | 55.1 | 51.32 | 35.88 | — | |
| R-DFPNBackbone=ResNet-1012020.12 | 80.92 | 57.94 | 65.82 | 33.77 | 58.94 | 55.77 | 50.94 | 54.78 | 90.33 | 66.34 | 68.66 | 48.73 | 51.76 | 55.1 | 51.32 | 35.88 | — | |
| R-DFPNDetector type=two-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 80.92 | 57.94 | 33.77 | 65.82 | 58.94 | 55.77 | 50.94 | 54.78 | 90.33 | 66.34 | 68.66 | 48.73 | 51.76 | 55.1 | 51.32 | 35.88 | — | |
| R-DFPNBackbone=ResNet-1012021.12 | 80.92 | 57.94 | 33.77 | 65.82 | 58.94 | 55.77 | 50.94 | 54.78 | 90.33 | 66.34 | 68.66 | 48.73 | 51.76 | 55.1 | 51.32 | 35.88 | — | |
| R-DFPNtask=OBB2021.01 | 80.92 | 57.94 | 33.77 | 65.82 | 58.94 | 55.77 | 50.94 | 54.78 | 90.33 | 66.34 | 68.66 | 48.73 | 51.76 | 55.1 | 51.32 | 35.88 | — | |
| R-DFPNframework=two-stage method2020.05 | 80.92 | 57.94 | 33.77 | 66.34 | 58.94 | 55.77 | 50.94 | 54.78 | 90.33 | 65.82 | 68.66 | 48.73 | 51.76 | 55.1 | 51.32 | 35.88 | — | |
| FR-ODetector type=one-stage, Backbone=ResNet-101, Multi-scale (MS)=false, Flip=false2021.04 | 79.42 | 54.13 | 17.7 | 77.13 | 64.05 | 53.3 | 38.02 | 37.16 | 89.41 | 69.64 | 59.28 | 50.3 | 52.91 | 47.89 | 47.4 | 46.3 | — | |
| FR-Oframework=one-stage method2020.05 | 79.42 | 54.13 | 17.7 | 69.64 | 64.05 | 35.3 | 38.02 | 37.16 | 89.41 | 44.13 | 59.28 | 50.3 | 52.91 | 47.89 | 47.4 | 46.3 | — | |
| FR-OBackbone=ResNet-1012020.12 | 79.09 | 52.93 | 69.12 | 17.17 | 63.49 | 34.2 | 37.16 | 36.2 | 89.19 | 69.6 | 58.96 | 49.4 | 52.52 | 46.69 | 44.8 | 46.3 | — | |
| FR-OBackbone=ResNet-1012021.12 | 79.09 | 52.93 | 17.17 | 69.12 | 63.49 | 34.2 | 37.16 | 36.2 | 89.19 | 69.6 | 58.96 | 49.4 | 52.52 | 46.69 | 44.8 | 46.3 | — | |
| FR-Otask=OBB2021.01 | 79.09 | 52.93 | 17.17 | 69.12 | 63.49 | 34.2 | 37.16 | 36.2 | 89.19 | 69.6 | 58.96 | 49.4 | 52.52 | 46.69 | 44.8 | 46.3 | — | |
| SSDDetection Stage=One-stage, Output Mode=Oriented Bounding Boxes2019.12 | 39.83 | 10.59 | 9.09 | 0.64 | 13.18 | 0.26 | 0.39 | 1.11 | 16.24 | 27.57 | 9.23 | 27.16 | 9.09 | 3.03 | 1.05 | 1.01 | — | |
| SSDframework=one-stage method2020.05 | 39.83 | 10.59 | 0.64 | 27.57 | 13.18 | 0.26 | 0.39 | 1.11 | 16.24 | 9.09 | 9.23 | 27.16 | 9.09 | 3.03 | 1.05 | 1.01 | — | |
| YOLOv2Detection Stage=One-stage, Output Mode=Oriented Bounding Boxes2019.12 | 39.57 | 21.39 | 20.29 | 36.58 | 23.42 | 8.85 | 2.09 | 4.82 | 44.34 | 38.35 | 34.65 | 16.02 | 37.62 | 47.23 | 25.5 | 7.45 | — | |
| YOLOv2framework=one-stage method2020.05 | 39.57 | 21.39 | 36.58 | 38.35 | 23.42 | 8.85 | 2.09 | 4.82 | 44.34 | 20.29 | 34.65 | 16.02 | 37.62 | 47.23 | 25.5 | 7.45 | — | |
| AO2-DETR2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.22 | |
| AOPG2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.66 | |
| ARC2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.77 | |
| EMO2-DETR2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.46 | |
| KFIOU2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.93 | |
| LSKNet-S2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.78 | |
| O-RCNN2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.87 | |
| Oriented DETRBackbone=Swin-T2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.85 |