Object Detection on HRSC2016
97.19mAP50RoI Trans. + COBB-ln-ln
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RoI Trans. + COBB-ln-lnbackbone=RoI Trans., variant=ln-ln2024.02 | 97.19 | 91.35 | — | |
| Oriented R-CNN + COBB-sigbackbone=Oriented R-CNN, variant=sig2024.02 | 96.77 | 87.43 | — | |
| Oriented R-CNN + COBB-lnbackbone=Oriented R-CNN, variant=ln2024.02 | 96.74 | 88.23 | — | |
| RoI Trans.baseline=true2024.02 | 96.73 | 88.76 | — | |
| RoI Trans. + COBB-sig-sigbackbone=RoI Trans., variant=sig-sig2024.02 | 96.72 | 90.6 | — | |
| RoI Trans. + COBB-ln-sigbackbone=RoI Trans., variant=ln-sig2024.02 | 96.71 | 90.89 | — | |
| Oriented R-CNNbaseline=true2024.02 | 96.61 | 86.49 | — | |
| Rotated Faster R-CNN + COBB-lnbackbone=Rotated Faster R-CNN, variant=ln2024.02 | 92.71 | 72.29 | — | |
| Rotated Faster R-CNN + COBB-sigbackbone=Rotated Faster R-CNN, variant=sig2024.02 | 92.69 | 68.87 | — | |
| Gliding Vertexbaseline=true2024.02 | 92.23 | 58.52 | — | |
| LSKNet+oursParameters=48.34M, FLOPs=114.89G2026.02 | 90.6 | 89.8 | 70.74 | |
| LSKNetParameters=30.96M, FLOPs=111.42G2026.02 | 90.2 | 87.9 | 68.78 | |
| Strip R-CNN+oursParameters=49.05M, FLOPs=115.91G2026.02 | 90 | 78.6 | 70.41 | |
| Oriented R-CNN+oursParameters=63.27M, FLOPs=140.70G2026.02 | 89.8 | 80 | 66.94 | |
| Oriented R-CNNParameters=41.13M, FLOPs=134.46G2026.02 | 89.7 | 79.5 | 64.77 | |
| Strip R-CNNParameters=45.12M, FLOPs=157.19G2026.02 | 89.5 | 78.8 | 69.18 | |
| Rotated Faster R-CNNbaseline=true2024.02 | 83.34 | 31.64 | — |