Object Detection on DOTA 1.0
72.43mAP50FMSSD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FMSSDParams(MB)=5442022.12 | 72.43 | — | |
| TeacherParams(MB)=203, BOPs(G)=2914912022.12 | 71.65 | — | |
| O2-DNetParams(MB)=8362022.12 | 71.1 | — | |
| TeacherParams(MB)=30.8, BOPs(G)=213902022.12 | 69.99 | — | |
| GHOSTParams(MB)=9.7, BOPs(G)=21462022.12 | 69.02 | — | |
| ARSDParams(MB)=52, BOPs(G)=696622022.12 | 68.28 | — | |
| FCOSParams(MB)=126, BOPs(G)=2070012022.12 | 67.72 | — | |
| ATSSParams(MB)=75, BOPs(G)=1597542022.12 | 66.84 | — | |
| GFLParams(MB)=76, BOPs(G)=1630002022.12 | 66.53 | — | |
| Faster R-CNNParams(MB)=240, BOPs(G)=2961922022.12 | 60.64 | — | |
| YOLOv3Params(MB)=246, BOPs(G)=2036942022.12 | 60 | — | |
| ShuffleNetParams(MB)=48, BOPs(G)=1460222022.12 | 57.73 | — | |
| MobileNetV2Params(MB)=41, BOPs(G)=1272212022.12 | 56.91 | — | |
| RetainNetParams(MB)=221, BOPs(G)=3004002022.12 | 50.39 | — | |
| Cascade Mask R-CNNSpeed (fps)=7.202021.09 | — | 70.96 | |
| Faster R-CNN H-OBBSpeed (fps)=13.702021.09 | — | 70.11 | |
| Faster R-CNN OBBSpeed (fps)=14.102021.09 | — | 69.36 | |
| Faster R-CNN OBB + DpoolSpeed (fps)=12.102021.09 | — | 70.14 | |
| Faster R-CNN OBB + RTSpeed (fps)=12.402021.09 | — | 73.76 | |
| GGHLSpeed (fps)=41.072021.09 | — | 73.98 | |
| Hybrid Task MaskSpeed (fps)=7.902021.09 | — | 71.21 | |
| Mask R-CNNSpeed (fps)=9.702021.09 | — | 70.71 | |
| RetinaNet OBBSpeed (fps)=12.102021.09 | — | 66.28 |