Object Detection on Freight Trains Dataset
74.6AP (Box)SAM FTI-FDet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SAM FTI-FDetBackbone=TinyVit-SAM2026.03 | 74.6 | 93.9 | 81.4 | 148.2 | 244 | 16 | 36.3 | |
| Mask2FormerBackbone=Swin-T [38]2026.03 | 74.3 | 93 | 81 | 739.5 | 252 | 12.8 | 49 | |
| Mask2FormerBackbone=ResNet502026.03 | 74.2 | 92.7 | 80.1 | 665.2 | 245 | 13 | 46.3 | |
| FastSAMBackbone=CSPDarknet [39]2026.03 | 73.6 | 92 | 82.1 | 141.6 | 443 | 9.1 | 72 | |
| RTMDetBackbone=Swin-T [38]2026.03 | 73.5 | 94.4 | 79.3 | 1,790.6 | 323 | 25.6 | 86.6 | |
| SAM FTI-FDet-PFBackbone=TinyVit-SAM2026.03 | 73.2 | 93.4 | 81.2 | 80.4 | 196 | 24.4 | 30.1 | |
| QueryInstBackbone=ResNet502026.03 | 73 | 77.4 | 82.6 | 1,986.6 | 263 | 16 | 62.5 | |
| RSPrompter-queryBackbone=SAM-B [9]2026.03 | 72.7 | 92.7 | 79.7 | 303.3 | 425 | 7.1 | 131 | |
| Mask R-CNNBackbone=Swin-T [38]2026.03 | 72.6 | 95.4 | 78.9 | 549 | 241 | 36.4 | 47.5 | |
| SAM-segBackbone=SAM-B [9]2026.03 | 72.4 | 94.6 | 78.9 | 450.2 | 411 | 8.6 | 97.2 | |
| SAM-detBackbone=SAM-B [9]2026.03 | 72 | 93.2 | 79 | 528 | 233 | 10.2 | 106.7 | |
| PointRendBackbone=ResNet502026.03 | 71.3 | 94.2 | 78.4 | 431.6 | 186 | 38.1 | 56.4 | |
| RTMDetBackbone=CSPNeXt [37]2026.03 | 71.3 | 94.2 | 61.2 | 436 | 120 | 23.1 | 32.5 | |
| Mask R-CNNBackbone=ResNet502026.03 | 70.1 | 94.8 | 78.2 | 336.4 | 234 | 44.6 | 44 | |
| CondInstBackbone=ResNet502026.03 | 69.4 | 93.2 | 74.7 | 272 | 250 | 27.1 | 48.2 | |
| PointRendBackbone=Swin-T [38]2026.03 | 69 | 95.1 | 76.6 | 688.2 | 198 | 30.1 | 65.3 | |
| CondInstBackbone=Swin-T [38]2026.03 | 65.6 | 94.5 | 75.2 | 293.4 | 258 | 30.6 | 68.3 | |
| YOLACTBackbone=ResNet502026.03 | 63.6 | 93 | 71.2 | 272 | 337 | 42.8 | 31.4 | |
| YOLACTBackbone=Swin-T [38]2026.03 | 59.9 | 82.2 | 67.8 | 275.4 | 282 | 31.6 | 50.2 |