Power Battery Detection on PBD5K Difficult 1.0
0.3515AN-MAEMDCNeXt
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MDCNeXtMethod Category=Segmentation2025.08 | 0.3515 | 0.3428 | 89.73 | 85.52 | 79.83 | 1.3702 | 1.2953 | 1.1603 | |
| MDCNetMethod Category=Segmentation2025.08 | 0.4732 | 0.445 | 80.78 | 77.46 | 69.88 | 4.1547 | 4.0025 | 3.9846 | |
| HS-FPNMethod Category=General/Tiny Object Detection2025.08 | 1.3974 | 1.3746 | 58.46 | 47.15 | 37.26 | 8.4756 | 8.2745 | 7.425 | |
| IOCFormerMethod Category=Crowd Counting2025.08 | 1.4256 | 1.6251 | 36.59 | 47.45 | 24.61 | — | — | — | |
| BLMethod Category=Crowd Counting2025.08 | 1.7576 | 1.8546 | 39.86 | 25.46 | 28.47 | — | — | — | |
| RetinaNetMethod Category=General/Tiny Object Detection2025.08 | 1.7576 | 1.745 | 47.45 | 36.1 | 25.87 | 10.2643 | 10.9875 | 6.0875 | |
| YOLOv10Method Category=General/Tiny Object Detection2025.08 | 2.0789 | 2.0227 | 45.76 | 34.2 | 24.75 | 9.1798 | 9.3256 | 7.256 | |
| CUTMethod Category=Crowd Counting2025.08 | 2.6755 | 3.025 | 25.78 | 19.74 | 11.27 | — | — | — | |
| DETRMethod Category=General/Tiny Object Detection2025.08 | 2.8465 | 3.0856 | 31.45 | 30.91 | 25.45 | 31.4544 | 34.7055 | 12.254 | |
| CFINetMethod Category=General/Tiny Object Detection2025.08 | 2.8645 | 2.9875 | 51.75 | 40.1 | 29.78 | 8.9599 | 8.875 | 7.1515 | |
| Shi-tomasiMethod Category=Corner Detection2025.08 | 84.1242 | 178.1542 | 0 | 0 | 0 | — | — | — | |
| Sub-pixelMethod Category=Corner Detection2025.08 | 115.525 | 245.0121 | 0 | 0 | 0 | — | — | — | |
| HarrisMethod Category=Corner Detection2025.08 | 136.7474 | 4,218.2002 | 0 | 0 | 0 | — | — | — |