Power Battery Detection on PBD5K 1.0 (Tough)
0.7873AN MAEMDCNeXt
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MDCNeXtMethod Category=Segmentation2025.08 | 0.7873 | 0.3781 | 78.73 | 73.41 | 62.63 | 1.2145 | 0.9826 | 0.9979 | |
| IOCFormerMethod Category=Crowd Counting2025.08 | 2.8472 | 3.0201 | 30.75 | 42.53 | 22.75 | — | — | — | |
| CUTMethod Category=Crowd Counting2025.08 | 2.9546 | 2.1785 | 37.41 | 29.15 | 25.45 | — | — | — | |
| BLMethod Category=Crowd Counting2025.08 | 3.5425 | 2.1978 | 25.12 | 28.43 | 20.34 | — | — | — | |
| MDCNetMethod Category=Segmentation2025.08 | 4.2547 | 3.1042 | 54.02 | 50.15 | 41.25 | 8.3425 | 7.5471 | 5.3451 | |
| HS-FPNMethod Category=General/Tiny Object Detection2025.08 | 6.9875 | 6.022 | 31.05 | 37.46 | 21.16 | 17.1545 | 14.8741 | 8.1345 | |
| RetinaNetMethod Category=General/Tiny Object Detection2025.08 | 7.1502 | 6.3572 | 19.12 | 31.02 | 13.4 | 17.8345 | 20.9871 | 7.047 | |
| CFINetMethod Category=General/Tiny Object Detection2025.08 | 7.4658 | 7.115 | 29.87 | 25.47 | 14.4 | 14.3545 | 16.254 | 9.0202 | |
| YOLOv10Method Category=General/Tiny Object Detection2025.08 | 8.76 | 11.1015 | 25.41 | 19.67 | 9.75 | 20.024 | 22.1544 | 8.1574 | |
| DETRMethod Category=General/Tiny Object Detection2025.08 | 12.3564 | 9.0971 | 9.75 | 14.23 | 6.72 | 48.2451 | 54.0202 | 18.9345 | |
| Shi-tomasiMethod Category=Corner Detection2025.08 | 165.1059 | 225.0325 | 0 | 0 | 0 | — | — | — | |
| Sub-pixelMethod Category=Corner Detection2025.08 | 190.0571 | 295.3512 | 0 | 0 | 0 | — | — | — | |
| HarrisMethod Category=Corner Detection2025.08 | 275.454 | 4,750.101 | 0 | 0 | 0 | — | — | — |