Multi-label Image Recognition with Partial Labels on Pascal VOC 2007
85.7mAP (IoU=0.10)DSRB
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSRBBackbone=ResNet-1012022.05 | 85.7 | 89.8 | 91.8 | 92 | 92.3 | 92.7 | 92.9 | 93.1 | 93.2 | 91.5 | 88.3 | 86 | |
| HSTBackbone=ResNet-1012022.05 | 84.3 | 89.1 | 90.5 | 91.6 | 92.1 | 92.4 | 92.5 | 92.8 | 92.8 | 90.9 | — | — | |
| ASLBackbone=ResNet-1012022.05 | 82.9 | 88.6 | 90 | 91.2 | 91.7 | 92.2 | 92.4 | 92.5 | 92.6 | 90.5 | 41 | 40.9 | |
| ASLBackbone=ResNet-1012022.05 | 82.9 | 88.6 | 90 | 91.2 | 91.7 | 92.2 | 92.4 | 92.5 | 92.6 | 90.5 | — | — | |
| P-GCNBackbone=ResNet-1012022.05 | 82.5 | 85.4 | 88.2 | 89.8 | 90 | 90.9 | 91.6 | 92.5 | 93.1 | 89.3 | — | — | |
| P-GCNBackbone=ResNet-1012022.05 | 82.5 | 85.4 | 88.2 | 89.8 | 90 | 90.9 | 91.6 | 92.5 | 93.1 | 89.3 | — | — | |
| SSTBackbone=ResNet-1012022.05 | 81.5 | 89 | 90.3 | 91 | 91.6 | 92 | 92.5 | 92.6 | 92.7 | 90.4 | — | — | |
| KGGRBackbone=ResNet-1012022.05 | 81.3 | 88.1 | 89.9 | 90.4 | 91.2 | 91.3 | 91.5 | 91.6 | 91.8 | 89.7 | 86.5 | 84.7 | |
| KGGRBackbone=ResNet-1012022.05 | 81.3 | 88.1 | 89.9 | 90.4 | 91.2 | 91.3 | 91.5 | 91.6 | 91.8 | 89.7 | — | — | |
| Partial BCEBackbone=ResNet-1012022.05 | 80.7 | 88.4 | 89.9 | 90.7 | 91.2 | 91.8 | 92.3 | 92.4 | 92.5 | 90 | 87.9 | 84.8 | |
| Partial BCEBackbone=ResNet-1012022.05 | 80.7 | 88.4 | 89.9 | 90.7 | 91.2 | 91.8 | 92.3 | 92.4 | 92.5 | 90 | — | — | |
| SSGRLBackbone=ResNet-1012022.05 | 77.7 | 87.6 | 89.9 | 90.7 | 91.4 | 91.8 | 92 | 92.2 | 92.2 | 89.5 | 87.7 | 84.5 | |
| SSGRLBackbone=ResNet-1012022.05 | 77.7 | 87.6 | 89.9 | 90.7 | 91.4 | 91.8 | 92 | 92.2 | 92.2 | 89.5 | — | — | |
| GCN-MLBackbone=ResNet-1012022.05 | 74.5 | 87.4 | 89.7 | 90.7 | 91 | 91.3 | 91.5 | 91.8 | 92 | 88.9 | 87.3 | 84.6 | |
| GCN-MLBackbone=ResNet-1012022.05 | 74.5 | 87.4 | 89.7 | 90.7 | 91 | 91.3 | 91.5 | 91.8 | 92 | 88.9 | — | — | |
| CLBackbone=ResNet-1012022.05 | 44.7 | 76.8 | 88.6 | 90.2 | 90.7 | 91.1 | 91.6 | 91.7 | 91.9 | 84.1 | 83.8 | 75.4 | |
| CLBackbone=ResNet-1012022.05 | 44.7 | 76.8 | 88.6 | 90.2 | 90.7 | 91.1 | 91.6 | 91.7 | 91.9 | 84.1 | — | — |