Power Battery Detection on PBD5K Regular 1.0
0.2175AN-MAEMDCNeXt
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MDCNeXtMethod Category=Segmentation2025.08 | 0.2175 | 0.132 | 93.79 | 94.56 | 91.65 | 1.1537 | 1.2234 | 1.0102 | |
| MDCNetMethod Category=Segmentation2025.08 | 0.3028 | 0.2187 | 89.32 | 89.64 | 85.31 | 1.3245 | 1.3948 | 1.375 | |
| HS-FPNMethod Category=General/Tiny Object Detection2025.08 | 1.3402 | 1.1202 | 70.24 | 73.6 | 67.35 | 2.3475 | 2.1576 | 2.3756 | |
| CFINetMethod Category=General/Tiny Object Detection2025.08 | 1.9377 | 1.3798 | 68.25 | 69.42 | 63.56 | 2.4745 | 2.375 | 2.415 | |
| RetinaNetMethod Category=General/Tiny Object Detection2025.08 | 2.129 | 1.9346 | 64.83 | 66.26 | 61.35 | 4.564 | 4.7754 | 3.9432 | |
| IOCFormerMethod Category=Crowd Counting2025.08 | 2.3879 | 2.0352 | 45.12 | 47.32 | 40.72 | — | — | — | |
| YOLOv10Method Category=General/Tiny Object Detection2025.08 | 2.732 | 4.3824 | 62.32 | 54.65 | 45.76 | 3.4985 | 3.0782 | 2.967 | |
| CUTMethod Category=Crowd Counting2025.08 | 2.9021 | 2.3026 | 53.24 | 55.12 | 49.56 | — | — | — | |
| DETRMethod Category=General/Tiny Object Detection2025.08 | 3.2294 | 5.3212 | 51.86 | 49.84 | 42.15 | 8.56 | 7.9456 | 8.2468 | |
| BLMethod Category=Crowd Counting2025.08 | 3.843 | 3.1252 | 48.92 | 51.12 | 46.73 | — | — | — | |
| Shi-tomasiMethod Category=Corner Detection2025.08 | 121.4027 | 239.3201 | 0 | 0 | 0 | — | — | — | |
| Sub-pixelMethod Category=Corner Detection2025.08 | 165.505 | 219.202 | 0 | 0 | 0 | — | — | — | |
| HarrisMethod Category=Corner Detection2025.08 | 195.2021 | 4,892.2022 | 0 | 0 | 0 | — | — | — |