Object Detection on Private dataset (test)
70.13AP50Clean Training
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Clean TrainingBudget=100.00%, Training Data=Clean dataset Dp2026.02 | 70.13 | 2.83 | 10.94 | 11.07 | |
| OursBudget=26.70%, Selection Strategy=Active learning2026.02 | 67.18 | 3.87 | 10.7 | 11.3 | |
| Ours (Random)Budget=31.68%, Selection Strategy=Random selection2026.02 | 64.07 | 4.33 | 12.06 | 11.7 | |
| ALCBudget=26.71%2026.02 | 63.67 | 4.32 | 11.77 | 12.65 | |
| MaoBudget=3.52%2026.02 | 56.23 | 4.92 | 16.34 | 13.63 | |
| OA-MILBudget=3.52%2026.02 | 49.9 | 3.99 | 14.77 | 20.9 | |
| Noisy TrainingBudget=3.52%, Training Data=Uncleaned crowdsourced dataset Dc2026.02 | 48.35 | 5.34 | 15.94 | 17.05 |