Object Detection on PARTHENON
94.89mAP50MATHE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MATHEBackbone=Mamba-SSM, TTA (Test Time Augmentation)=true2026.04 | 94.89 | 92.94 | 83.45 | |
| MATHEBackbone=Mamba-SSM2026.04 | 93.78 | 91.89 | 81.32 | |
| YOLOv8mBackbone=CSPDarkNet(C2f), P2, BiFPN, WIoU enhancement=true2026.04 | 92.78 | 88.77 | 79.91 | |
| YOLOv8sBackbone=CSPDarkNet(C2f), P2, BiFPN, WIoU enhancement=true2026.04 | 92.24 | 89.89 | 79.32 | |
| YOLOv8nBackbone=CSPDarkNet(C2f), P2, BiFPN, WIoU enhancement=true2026.04 | 90.11 | 85.3 | 77.9 | |
| Faster R-CNNBackbone=ResNet-502026.04 | 80.32 | 68.97 | 50.72 | |
| YOLOv8mBackbone=CSPDarkNet(C2f), Baseline status=true2026.04 | 80.32 | 75.71 | 67.8 | |
| Faster R-CNNBackbone=MobileNetV32026.04 | 80.08 | 66.56 | 49.3 | |
| YOLOv8sBackbone=CSPDarkNet(C2f), Baseline status=true2026.04 | 73.66 | 70.05 | 65.02 | |
| SSD300Backbone=VGG-162026.04 | 72.77 | 65.6 | 58.8 | |
| FCOSBackbone=ResNet-502026.04 | 71.86 | 62.2 | 53.2 | |
| YOLOv8nBackbone=CSPDarkNet(C2f), Baseline status=true2026.04 | 71.3 | 66.3 | 61.9 | |
| RetinaNetBackbone=ResNet-502026.04 | 71.01 | 61.81 | 51.83 |