Method Detail: 123xjl-CrackMix
Back to Leaderboard| Benchmark: | UAV-Crack |
|---|---|
| Short name: | 123xjl-CrackMix |
| Long name: | Multi-backbone Crack Segmentation Ensemble |
| Description: | Selected best: 10-model ensemble of grouped/full ResNet34, edge ResNet34, MiT-B2 and ConvNeXt EMA plus grouped scale ResNet34. Full MiT pool averages seeds42/43. Validation-selected family weights; threshold .46; four-flip TTA. Fixed full-data epoch budgets. AI-assisted. |
| Reference: | N/A |
| Last submitted: | September 16, 2026 |
| Published: | September 16, 2026 at 18:20:03 |
| Submissions: | 11 |
| Project page / code: | N/A |
| Open source: | No |
Benchmark performance
| Submission Date | mIoU (↑) | Crack F1 (↑) | Crack IoU (↑) | Crack Precision (↑) | Crack Recall (↑) | aAcc (↑) |
|---|---|---|---|---|---|---|
| 2026-09-16 19:16 | 82.6200 | 80.6900 | 67.6400 | 80.3600 | 81.0300 | 97.7200 |
| 2026-09-16 19:12 | 82.6200 | 80.6800 | 67.6200 | 80.6300 | 80.7300 | 97.7300 |
| 2026-09-16 19:09 | 82.6100 | 80.6800 | 67.6200 | 80.3800 | 80.9900 | 97.7200 |
| 2026-09-16 19:05 | 82.6200 | 80.6900 | 67.6400 | 80.3600 | 81.0300 | 97.7200 |
| 2026-09-16 19:01 | 82.6100 | 80.6700 | 67.6000 | 80.5100 | 80.8300 | 97.7200 |
| 2026-09-16 18:57 | 82.6100 | 80.6800 | 67.6200 | 80.3500 | 81.0200 | 97.7200 |
| 2026-09-16 18:52 | 82.5100 | 80.5400 | 67.4200 | 80.4500 | 80.6300 | 97.7100 |
| 2026-09-16 18:41 | 82.4100 | 80.4200 | 67.2600 | 79.9800 | 80.8700 | 97.6900 |
| 2026-09-16 18:37 | 82.3800 | 80.3800 | 67.2000 | 80.0700 | 80.7000 | 97.6800 |
| 2026-09-16 18:33 | 82.3700 | 80.3600 | 67.1600 | 80.4900 | 80.2200 | 97.6900 |
| 2026-09-16 18:20 | 81.9600 | 79.8200 | 66.4100 | 79.8600 | 79.7700 | 97.6300 |