Oriented Object Detection on HRSC2016
90.67mAP (IoU=0.7)STD-O
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STD-OBackbone=ViT-B, Pre-training=MAE2023.08 | 90.67 | 98.55 | — | |
| LSKNet-SPre.=IN, #P=31.0M, FLOPs=161G2024.03 | 90.65 | 98.46 | — | |
| STD-OBackbone=HiViT-B, Pre-training=MAE2023.08 | 90.63 | 98.2 | — | |
| RTMDetPre.=CO, #P=52.3M, FLOPs=205G2024.03 | 90.6 | 97.1 | — | |
| RTMDet-R-tinyInput shape=800×8002022.12 | 90.6 | 97.1 | — | |
| RTMDet-RBackbone=RTM-L, Pre-training=MS COCO2023.08 | 90.6 | 97.1 | — | |
| RTMDet-R-tinyBackbone=CSPNeXt-tiny2023.05 | 90.6 | 97.1 | — | |
| LSKNet-TPre.=IN, #P=21.0M, FLOPs=124G2024.03 | 90.54 | 98.13 | — | |
| O-RCNNPre.=IN, #P=41.1M, FLOPs=199G2024.03 | 90.5 | 97.6 | — | |
| Oriented RCNNInput shape=800-13332022.12 | 90.5 | 97.6 | — | |
| O-RCNNBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 90.5 | 97.6 | — | |
| ReDetPre.=IN, #P=31.6M2024.03 | 90.46 | 97.63 | — | |
| ReDetInput shape=512-8002022.12 | 90.46 | 97.63 | — | |
| ReDetBackbone=ReResNet-50, Pre-training=ImageNet (Supervised)2023.08 | 90.46 | 97.63 | — | |
| ReDetBackbone=ReR-502023.05 | 90.46 | 97.63 | — | |
| Oriented R-CNNBackbone=R-502023.05 | 90.4 | 96.5 | — | |
| AOPGPre.=IN2024.03 | 90.34 | 96.22 | — | |
| AOPGBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 90.34 | 96.22 | — | |
| RHINO (Ours)Backbone=R-502023.05 | 90.3 | 97.86 | — | |
| DINO (Our implementation)Backbone=R-502023.05 | 90.26 | 97.37 | — | |
| S2ANetPre.=IN, #P=38.6M, FLOPs=198G2024.03 | 90.17 | 95.01 | — | |
| S2ANetInput shape=512-8002022.12 | 90.17 | 95.01 | — | |
| S2ANetBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 90.17 | 95.01 | — | |
| S²ANetBackbone=R-1012023.05 | 90.17 | 95.01 | — | |
| GWDPre.=IN, #P=47.4M, FLOPs=456G2024.03 | 89.85 | 97.37 | — | |
| GWDInput shape=800×8002022.12 | 89.85 | 97.37 | — | |
| GWDBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 89.85 | 97.37 | — | |
| DALBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 89.77 | — | — | |
| CSLInput shape=800×8002022.12 | 89.62 | 96.1 | — | |
| R3DetPre.=IN, #P=41.9M, FLOPs=336G2024.03 | 89.26 | 96.01 | — | |
| R3DetInput shape=800×8002022.12 | 89.26 | 96.01 | — | |
| R3DetBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 89.26 | 96.01 | — | |
| R³DetBackbone=R-1012023.05 | 89.26 | 96.01 | — | |
| Gliding VertexPre.=IN, #P=41.1M, FLOPs=198G2024.03 | 88.2 | — | — | |
| Gliding VertexInput shape=512-8002022.12 | 88.2 | — | — | |
| Gliding VertexBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 88.2 | — | — | |
| RoI Trans.Pre.=IN, #P=55.1M, FLOPs=200G2024.03 | 86.2 | — | — | |
| RoI Trans.Input shape=512-8002022.12 | 86.2 | — | — | |
| RoI Trans.Backbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | 86.2 | — | — | |
| RoI Trans.Backbone=R-1012023.05 | 86.2 | — | — | |
| BL22018.12 | — | — | 69.6 | |
| BL22020.05 | — | — | 69.6 | |
| CenterMapPre.=IN, #P=41.1M, FLOPs=198G2024.03 | — | 92.8 | — | |
| CenterMapBackbone=ResNet-101, Pre-training=ImageNet (Supervised)2023.08 | — | 92.7 | — | |
| CenterNet-OBBBackbone=ResNet18, Size=512 x 512, Aug.=true, FPS=1402020.07 | — | — | 67.73 | |
| CenterNet-OBBBackbone=ResNet101, Size=512 x 512, Aug.=true, FPS=452020.07 | — | — | 77.43 | |
| CenterNet-OBBBackbone=DLA-34, Size=512 x 512, Aug.=true, FPS=552020.07 | — | — | 87.98 | |
| CenterNet-OBB+PIoUBackbone=ResNet18, Size=512 x 512, Aug.=true, FPS=1402020.07 | — | — | 78.54 | |
| CenterNet-OBB+PIoUBackbone=ResNet101, Size=512 x 512, Aug.=true, FPS=452020.07 | — | — | 80.32 | |
| CenterNet-OBB+PIoUBackbone=DLA-34, Size=512 x 512, Aug.=true, FPS=552020.07 | — | — | 89.2 | |
| CP2018.12 | — | — | 55.7 | |
| CP2020.05 | — | — | 55.7 | |
| DALPre.=IN, #P=36.4M, FLOPs=216G2024.03 | — | 89.77 | — | |
| DRNPre.=IN2024.03 | — | 92.7 | — | |
| DRN2020.05 | — | — | 92.7 | |
| Fast-RCNN + SRBBSSRBBS=true2018.03 | — | — | 55.7 | |
| Fast-RCNN + SRBBS + RBBSRBBS=true, RBB=true2018.03 | — | — | 69.6 | |
| Fast-RCNN + SRBBS + RBB + RROISRBBS=true, RBB=true, RROI=true2018.03 | — | — | 75.7 | |
| R2CNNBackbone=ResNet101, Size=800 x 800, Aug.=false, FPS=22020.07 | — | — | 73.03 | |
| R2PNBackbone=VGG-16, FPS=<1fps2020.07 | — | — | 79.6 | |
| R2PN2020.05 | — | — | 79.6 | |
| R²PN2018.12 | — | — | 79.6 | |
| R3DetBackbone=ResNet101, Size=300 x 300, Aug.=true, FPS=182020.07 | — | — | 87.14 | |
| R3DetBackbone=ResNet101, Size=600 x 600, Aug.=true, FPS=152020.07 | — | — | 88.97 | |
| R3DetBackbone=ResNet101, Size=800 x 800, Aug.=true, FPS=122020.07 | — | — | 89.26 | |
| RC12018.12 | — | — | 75.7 | |
| RC12020.05 | — | — | 75.7 | |
| RC1 & RC2Backbone=VGG-16, FPS=<1fps2020.07 | — | — | 75.7 | |
| RC22018.12 | — | — | 75.7 | |
| RC22020.05 | — | — | 75.7 | |
| RetinaNet-HBackbone=ResNet101, Size=800 x 800, Aug.=true, FPS=142020.07 | — | — | 82.89 | |
| RetinaNet-RBackbone=ResNet101, Size=800 x 800, Aug.=true, FPS=102020.07 | — | — | 89.18 | |
| RoI Trans2020.05 | — | — | 86.2 | |
| RoI Transformer2018.12 | — | — | 86.2 | |
| RoI-TransformerBackbone=ResNet101, Size=512 x 800, Aug.=false2020.07 | — | — | 86.2 | |
| RRDtraining_mode=trained from scratch2018.03 | — | — | 84.3 | |
| RRD2018.12 | — | — | 84.3 | |
| RRD2020.05 | — | — | 84.3 | |
| RRPNBackbone=ResNet101, Size=800 x 800, Aug.=false, FPS=3.52020.07 | — | — | 79.08 |