Object Detection on Pascal VOC (NR 0%) → Clipart1k 2007+2012 (test)
46.9mAPDA-Pro
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DA-ProBackbone=ResNet-502023.06 | 46.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SIGMA++Backbone=ResNet-1012023.06 | 46.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=ResNet-502023.06 | 43.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FGRRBackbone=ResNet-1012023.06 | 43.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DBGLBackbone=ResNet-1012023.06 | 41.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAF + NLTEBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=0%2022.04 | 36.5 | 39.1 | 50.3 | 33.6 | 34.7 | 40.5 | 44.2 | 45.2 | 5.9 | 36.8 | 45.8 | 23.1 | 17.3 | 31.8 | 39.5 | 60.7 | 45.4 | 17.9 | 28.4 | 49 | 51.3 | 1.5 | |
| DAF + CPBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=0%2022.04 | 35.2 | 30.3 | 49.2 | 34.1 | 31 | 35 | 45.8 | 41.1 | 9.7 | 35.8 | 50.7 | 23.6 | 14.4 | 31.7 | 36.9 | 54.6 | 45.8 | 18.6 | 29.9 | 44.8 | 43.5 | 0.2 | |
| DAFBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=0%2022.04 | 35 | 29 | 45.1 | 33.3 | 25.8 | 28.6 | 48 | 39.8 | 12.3 | 35.3 | 50.3 | 22.9 | 17.4 | 33.4 | 33.8 | 59.2 | 44.8 | 20.7 | 26 | 45.3 | 49.6 | 0 | |
| DAF + GCEBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=0%2022.04 | 33.2 | 31.9 | 53.2 | 29.8 | 33.2 | 31 | 41.9 | 39.3 | 4.3 | 34.5 | 46.7 | 18.1 | 18.4 | 30.2 | 39.1 | 55 | 44.1 | 18.1 | 21.1 | 43.2 | 40.7 | -1.8 | |
| DAF + SCEBackbone=ResNet-50, Resolution=600, Noisy Rate (NR)=0%2022.04 | 32.5 | 26.5 | 46.4 | 35.9 | 24.3 | 30.9 | 38.3 | 34.9 | 3.1 | 31.7 | 49.8 | 18.2 | 17.8 | 25.2 | 45.4 | 53.9 | 43 | 15.7 | 26.4 | 43.3 | 39.3 | -2.5 |