Oriented Object Detection on HRSC 2016 (test)
93.7mAPSBD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SBDEvaluation Level=Level 32019.06 | 93.7 | — | — | — | — | — | — | |
| DEA-Net (RoI Trans + DEA)Backbone=ResNet-1012021.12 | 90.56 | — | — | — | — | — | — | |
| Baseline+DALBackbone=ResNet101, Input size=800x800, Number of preset anchors (NA)=3, Detector stage=Single-stage2020.12 | 89.77 | — | — | — | — | — | — | |
| RetinaNet-DALBackbone=ResNet-1012021.12 | 89.77 | — | — | — | — | — | — | |
| RIDet-O2021.03 | 89.63 | — | — | — | — | — | — | |
| RIDet-OBackbone=ResNet101, Size=800×800, Stage=Single-stage2021.03 | 89.63 | — | — | — | — | — | — | |
| RIDet-OBackbone=ResNet50, Size=416×416, Stage=Single-stage2021.03 | 89.47 | — | — | — | — | — | — | |
| DCL2021.03 | 89.46 | — | — | — | — | — | — | |
| DCLBackbone=ResNet101, Size=800×800, Stage=Two-stage2021.03 | 89.46 | — | — | — | — | — | — | |
| R3Det-DCLBackbone=ResNet-1012021.12 | 89.46 | — | — | — | — | — | — | |
| R3DetBackbone=ResNet101, Input size=800x800, Number of preset anchors (NA)=21, Detector stage=Single-stage2020.12 | 89.26 | — | — | — | — | — | — | |
| R3DetBackbone=ResNet101, Size=800×800, Stage=Single-stage2021.03 | 89.26 | — | — | — | — | — | — | |
| R3DetBackbone=ResNet-1012021.12 | 89.26 | — | — | — | — | — | — | |
| RIDet-OBackbone=ResNet18, Size=416×416, Stage=Single-stage2021.03 | 89.25 | — | — | — | — | — | — | |
| R-RetinaNetBackbone=ResNet101, Input size=800x800, Number of preset anchors (NA)=121, Detector stage=Single-stage2020.12 | 89.18 | — | — | — | — | — | — | |
| R-RetinaNetBackbone=ResNet-1012021.12 | 89.18 | — | — | — | — | — | — | |
| RIDet-QBackbone=ResNet101, Size=800×800, Stage=Single-stage2021.03 | 89.1 | — | — | — | — | — | — | |
| Baseline+DALBackbone=ResNet101, Input size=416x416, Number of preset anchors (NA)=3, Detector stage=Single-stage2020.12 | 88.95 | — | — | — | — | — | — | |
| BBAVectors+rhBackbone=ResNet101, Image Size=608 x 608, GPU=TITAN X2020.08 | 88.6 | 11.69 | — | — | — | — | — | |
| Baseline+DALBackbone=ResNet50, Input size=416x416, Number of preset anchors (NA)=3, Detector stage=Single-stage2020.12 | 88.6 | — | — | — | — | — | — | |
| BBAVectorBackbone=ResNet101, Size=608×608, Stage=Single-stage2021.03 | 88.6 | — | — | — | — | — | — | |
| OPLDBackbone=ResNet50, Size=1024×1333, Stage=Two-stage2021.03 | 88.44 | — | — | — | — | — | — | |
| BBAVectors+rBackbone=ResNet101, Image Size=608 x 608, GPU=TITAN X2020.08 | 88.2 | 12.88 | — | — | — | — | — | |
| Gliding VertexBackbone=ResNet101, Input size=512x800, Number of preset anchors (NA)=5, Detector stage=Two-stage2020.12 | 88.2 | — | — | — | — | — | — | |
| Gliding VertexBackbone=ResNet101, Size=512×800, Stage=Two-stage2021.03 | 88.2 | — | — | — | — | — | — | |
| Gliding VertexBackbone=ResNet-1012021.12 | 88.2 | — | — | — | — | — | — | |
| RSDetBackbone=ResNet50, Size=800×800, Stage=Single-stage2021.03 | 86.5 | — | — | — | — | — | — | |
| ROI Trans.Backbone=ResNet101, Image Size=512 x 800, GPU=TITAN X2020.08 | 86.2 | 5.9 | — | — | — | — | — | |
| RoI Trans.Backbone=ResNet101, Input size=512x800, Number of preset anchors (NA)=5, Detector stage=Two-stage2020.12 | 86.2 | — | — | — | — | — | — | |
| RoI Trans.Backbone=ResNet101, Size=512×800, Stage=Two-stage2021.03 | 86.2 | — | — | — | — | — | — | |
| RoI TransBackbone=ResNet-1012021.12 | 86.2 | — | — | — | — | — | — | |
| RRDEvaluation Level=Level 32019.06 | 84.3 | — | — | — | — | — | — | |
| RRDBackbone=VGG16, Image Size=384 x 3842020.08 | 84.3 | — | — | — | — | — | — | |
| RRDBackbone=VGG16, Input size=384x384, Number of preset anchors (NA)=13, Detector stage=Single-stage2020.12 | 84.3 | — | — | — | — | — | — | |
| RRDBackbone=VGG16, Size=384×384, Stage=Single-stage2021.03 | 84.3 | — | — | — | — | — | — | |
| RRDBackbone=VGG-162021.12 | 84.3 | — | — | — | — | — | — | |
| MR Loss2021.03 | 83.6 | — | — | — | — | — | — | |
| IoU-Smooth2021.03 | 82.59 | — | — | — | — | — | — | |
| BaselineBackbone=ResNet50, Input size=416x416, Number of preset anchors (NA)=3, Detector stage=Single-stage2020.12 | 80.81 | — | — | — | — | — | — | |
| RetinaNetBackbone=ResNet50, Size=416×416, Stage=Single-stage2021.03 | 80.81 | — | — | — | — | — | — | |
| R2PNBackbone=VGG162020.08 | 79.6 | — | — | — | — | — | — | |
| R2PNBackbone=VGG16, Number of preset anchors (NA)=24, Detector stage=Two-stage2020.12 | 79.6 | — | — | — | — | — | — | |
| R2PNBackbone=VGG16, Stage=Two-stage2021.03 | 79.6 | — | — | — | — | — | — | |
| R2PNBackbone=VGG-162021.12 | 79.6 | — | — | — | — | — | — | |
| RRPNBackbone=ResNet101, Input size=800x800, Number of preset anchors (NA)=54, Detector stage=Two-stage2020.12 | 79.08 | — | — | — | — | — | — | |
| RRPNBackbone=ResNet101, Size=800×800, Stage=Two-stage2021.03 | 79.08 | — | — | — | — | — | — | |
| RRPNBackbone=ResNet-1012021.12 | 79.08 | — | — | — | — | — | — | |
| Fast R-CNNEvaluation Level=Level 32019.06 | 75.7 | — | — | — | — | — | — | |
| RC1&RC2Backbone=VGG16, Detector stage=Two-stage2020.12 | 75.7 | — | — | — | — | — | — | |
| RCI&RC2Backbone=VGG-162021.12 | 75.7 | — | — | — | — | — | — | |
| R2CNNBackbone=ResNet101, Input size=800x800, Number of preset anchors (NA)=21, Detector stage=Two-stage2020.12 | 73.07 | — | — | — | — | — | — | |
| R2CNNBackbone=ResNet101, Size=800×800, Stage=Two-stage2021.03 | 73.07 | — | — | — | — | — | — | |
| R2CNNBackbone=ResNet-1012021.12 | 73.07 | — | — | — | — | — | — | |
| Fast R-CNNEvaluation Level=Level 22019.06 | 69.6 | — | — | — | — | — | — | |
| Fast R-CNNEvaluation Level=Level 12019.06 | 55.7 | — | — | — | — | — | — | |
| AO2-DETRBackbone=R502024.07 | — | — | 88.12 | — | — | — | — | |
| AOPGBackbone=R1012024.07 | — | — | 90.34 | 96.22 | — | — | — | |
| AOPGBackbone=R-502024.07 | — | — | 90.34 | 96.22 | — | — | — | |
| ARCBackbone=ARC-R502024.07 | — | — | 90.41 | — | — | — | — | |
| CenterMap-NetBackbone=R-50-FPN2021.05 | — | — | — | 92.8 | — | — | — | |
| CenterMap-NetBackbone=R-50-FPN2021.08 | — | — | — | — | — | — | 92.8 | |
| CenterNet-OBackbone=DLA-342021.05 | — | — | 87.89 | — | — | — | — | |
| DALBackbone=R-101-FPN2021.05 | — | — | 89.77 | — | — | — | — | |
| DALBackbone=R-101-FPN2021.08 | — | — | — | — | — | 89.77 | — | |
| DODetBackbone=R-1012024.07 | — | — | 90.89 | 97.14 | — | — | — | |
| DRNBackbone=H-1042021.05 | — | — | — | 92.7 | — | — | — | |
| DRNBackbone=H-342021.08 | — | — | — | — | — | — | 92.7 | |
| FCOSSupervision Level=RBox-supervised2023.11 | — | — | — | — | 88.99 | — | — | |
| FPN-CSLBackbone=R-101-FPN2021.05 | — | — | 89.62 | 96.1 | — | — | — | |
| FR-OBackbone=R-502024.07 | — | — | 87.2 | 89.51 | — | — | — | |
| Gliding VertexBackbone=R-101-FPN2021.05 | — | — | 88.2 | — | — | — | — | |
| Gliding VertexBackbone=R-101-FPN2021.08 | — | — | — | — | — | 88.2 | — | |
| GWDSupervision Level=RBox-supervised2023.11 | — | — | — | — | 86.67 | — | — | |
| GWDBackbone=R1012024.07 | — | — | 89.85 | 97.37 | — | — | — | |
| H2RBoxSupervision Level=HBox-to-RBox2023.11 | — | — | — | — | 7.03 | — | — | |
| H2RBox-v2Supervision Level=HBox-to-RBox2023.11 | — | — | — | — | 89.66 | — | — | |
| KCRSupervision Level=HBox-to-RBox2023.11 | — | — | — | — | 79.1 | — | — | |
| MFIAR-NetBackbone=R-101-FPN2021.05 | — | — | 89.81 | — | — | — | — | |
| Oriented R-CNNBackbone=R-50-FPN2021.05 | — | — | 90.4 | 96.5 | — | — | — | |
| Oriented R-CNNBackbone=R-502024.07 | — | — | 90.4 | 96.5 | — | — | — | |
| Oriented R-CNNBackbone=LSKNet-S2024.07 | — | — | 90.65 | 98.46 | — | — | — | |
| Oriented R-CNNBackbone=PKINet-S2024.07 | — | — | 90.7 | 98.54 | — | — | — | |
| Oriented R-CNNBackbone=R-50-FPN2021.08 | — | — | — | — | — | 90.4 | 96.5 | |
| Oriented R-CNNBackbone=R-101-FPN2021.08 | — | — | — | — | — | 90.5 | 97.6 | |
| Oriented ReppointsBackbone=R502024.07 | — | — | 90.38 | 97.26 | — | — | — | |
| Oriented RepPointsBackbone=R-50-FPN2021.05 | — | — | 90.38 | 97.26 | — | — | — | |
| Oriented-DETRBackbone=R502024.07 | — | — | 90.52 | 97.73 | — | — | — | |
| Oriented-DETRBackbone=Swin-T2024.07 | — | — | 90.56 | 98.02 | — | — | — | |
| Oriented-RCNNBackbone=R1012024.07 | — | — | 90.5 | 97.6 | — | — | — | |
| OSKDetBackbone=R1012024.07 | — | — | 89.98 | — | — | — | — | |
| Our method (two-stage approach)Backbone=R-502024.07 | — | — | 90.7 | 98.02 | — | — | — | |
| Our method (two-stage approach)Backbone=ConvNeXt-T2024.07 | — | — | 90.89 | 98.77 | — | — | — | |
| P2BNet+H2RBox-v2Supervision Level=Point-to-RBox2023.11 | — | — | — | — | 14.6 | — | — | |
| PIOUBackbone=DLA-342021.05 | — | — | 89.2 | — | — | — | — | |
| PIOUBackbone=DLA-342021.08 | — | — | — | — | — | 89.2 | — | |
| Point2Mask-RBoxSupervision Level=Point-to-RBox2023.11 | — | — | — | — | 29.95 | — | — | |
| Point2RBox-RCSupervision Level=Point-to-RBox, Pattern Setting=RC (rectangles and circles), Anchor Configuration=A1 (single anchor size: 128)2023.11 | — | — | — | — | 78.77 | — | — | |
| Point2RBox-SKSupervision Level=Point-to-RBox, Pattern Setting=SK (one sketch pattern per category), Anchor Configuration=A1 (single anchor size: 128)2023.11 | — | — | — | — | 79.4 | — | — | |
| Point2RBox-SKSupervision Level=Point-to-RBox, Pattern Setting=SK (one sketch pattern per category), Anchor Configuration=A1 (single anchor size: 128), Backbone=CSPNeXt2023.11 | — | — | — | — | 80.01 | — | — | |
| PSCBackbone=DarkNet532024.07 | — | — | 90.06 | — | — | — | — |