Multi-label image recognition on VG-200
49.4Average mAPSCPNet
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCPNetPartial label proportion=Avg.2023.03 | 49.4 | — | — | — | — | — | — | — | — | — | — | |
| SARBPartial label proportion=Avg.2023.03 | 46 | — | — | — | — | — | — | — | — | — | — | |
| DSRB2022.05 | 46 | 41.4 | 44 | 44.8 | 45.5 | 46.6 | 47.5 | 47.8 | 48 | 48.2 | — | |
| SARBKnown label proportion=10%-90%2022.03 | 45.6 | — | — | — | — | — | — | — | — | — | — | |
| SSTBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 41.8 | 38.8 | 39.4 | 41.1 | 41.8 | 42.7 | 42.9 | 43 | 43.2 | 43.5 | — | |
| SSTPartial label proportion=Avg.2023.03 | 41.8 | — | — | — | — | — | — | — | — | — | — | |
| KGGRBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 41.5 | 36 | 40 | 41.2 | 41.5 | 42 | 42.5 | 43.3 | 43.6 | 43.8 | — | |
| KGGRKnown label proportion=10%-90%2022.03 | 41.5 | — | — | — | — | — | — | — | — | — | — | |
| KGGR2022.05 | 41.5 | 36 | 40 | 41.2 | 41.5 | 42 | 42.5 | 43.3 | 43.6 | 43.8 | — | |
| ASL2022.05 | 40.7 | 38.4 | 39.5 | 40.6 | 40.6 | 41.1 | 41.4 | 41.4 | 41.6 | 41.6 | — | |
| Partial BCEBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 39.8 | 27.4 | — | 40.2 | 40.9 | 41.5 | 42.1 | 42.4 | 42.7 | 42.7 | — | |
| partial-BCEKnown label proportion=10%-90%2022.03 | 39.8 | — | — | — | — | — | — | — | — | — | — | |
| Partial BCE2022.05 | 39.8 | 27.4 | 38.1 | 40.2 | 40.9 | 41.5 | 42.1 | 42.4 | 42.7 | 42.7 | — | |
| SSGRLBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 39.7 | 34.6 | 37.3 | 39.2 | 40.1 | 40.4 | 41 | 41.3 | 41.6 | 42.1 | — | |
| SSGRLKnown label proportion=10%-90%2022.03 | 39.7 | — | — | — | — | — | — | — | — | — | — | |
| SSGRLPartial label proportion=Avg.2023.03 | 39.7 | — | — | — | — | — | — | — | — | — | — | |
| SSGRL2022.05 | 39.7 | 34.6 | 37.3 | 39.2 | 40.1 | 40.4 | 41 | 41.3 | 41.6 | 42.1 | — | |
| GCN-MLBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 39.3 | 32 | 37.8 | 38.8 | 39.1 | 39.6 | 40 | 41.9 | 42.3 | 42.5 | — | |
| GCN-MLKnown label proportion=10%-90%2022.03 | 39.3 | — | — | — | — | — | — | — | — | — | — | |
| GCN-MLPartial label proportion=Avg.2023.03 | 39.3 | — | — | — | — | — | — | — | — | — | — | |
| GCN-ML2022.05 | 39.3 | 32 | 37.8 | 38.8 | 39.1 | 39.6 | 40 | 41.9 | 42.3 | 42.5 | — | |
| Curriculum labelingBackbone=ResNet-101, Resolution=448x448, Pre-training=ImageNet2021.12 | 28.4 | 12.1 | 19.1 | 25.1 | 26.7 | 30 | 31.7 | 35.3 | 36.8 | 38.5 | — | |
| Curriculum labelingKnown label proportion=10%-90%2022.03 | 28.4 | — | — | — | — | — | — | — | — | — | — | |
| CL2022.05 | 28.4 | 12.1 | 19.1 | 25.1 | 26.7 | 30 | 31.7 | 35.3 | 36.8 | 38.5 | — |