Object Detection on Noisy Pascal VOC (NR 20%) → Clipart1k 2007+2012 (test)
34AP (Aeroplane)DAF
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAFBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=20%2022.04 | 34 | 39.1 | 32 | 27.3 | 32.2 | 39.3 | 38.9 | 2.9 | 34.9 | 44.9 | 20.6 | 14.2 | 30.8 | 36.6 | 53.8 | 43.8 | 17.6 | 23.6 | 42.8 | 46.1 | 32.8 | 0 | |
| DAF + NLTEBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=20%2022.04 | 33.1 | 47.5 | 35.5 | 28.2 | 33.7 | 53.8 | 43.8 | 4.2 | 34.2 | 48.4 | 19.3 | 14.6 | 29.7 | 47.2 | 57.1 | 42.5 | 17.7 | 27.7 | 40 | 44.5 | 35.1 | 2.3 | |
| DAF + CPBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=20%2022.04 | 29.3 | 39.6 | 29.1 | 28 | 29.4 | 34.2 | 42.4 | 3.9 | 35 | 39.4 | 21.2 | 12.5 | 32.2 | 38.9 | 57.2 | 43 | 18.6 | 27.9 | 40.2 | 45 | 32.3 | -0.5 | |
| DAF + GCEBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=20%2022.04 | 24 | 42.2 | 32.4 | 29.4 | 31.5 | 45.5 | 39.9 | 6.7 | 36.5 | 38 | 16.7 | 15.3 | 30.4 | 37.9 | 53.6 | 44.1 | 13.5 | 24.6 | 46.9 | 43.7 | 32.6 | -0.2 | |
| DAF + SCEBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=20%2022.04 | 23.3 | 42.3 | 33.1 | 27.3 | 28.8 | 42.4 | 35.1 | 4 | 33 | 44.2 | 14.6 | 19.4 | 27 | 40.9 | 51.1 | 45.2 | 14.9 | 25.8 | 41.6 | 34.8 | 31.5 | -1.3 |