Multi-label image recognition with partial labels on VG-200
40.6mAP @ IoU=0.10HST
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HSTBackbone=ResNet-1012022.05 | 40.6 | 41.6 | 43.3 | 44.6 | 45.2 | 45.8 | 46.8 | 47.2 | 47.8 | 44.8 | — | — | |
| SSTBackbone=ResNet-1012022.05 | 38.8 | 39.4 | 41.1 | 41.8 | 42.7 | 42.9 | 43 | 43.2 | 43.5 | 41.8 | — | — | |
| ASLBackbone=ResNet-1012022.05 | 38.4 | 39.5 | 40.6 | 40.6 | 41.1 | 41.4 | 41.4 | 41.6 | 41.6 | 40.7 | — | — | |
| KGGRBackbone=ResNet-1012022.05 | 36 | 40 | 41.2 | 41.5 | 42 | 42.5 | 43.3 | 43.6 | 43.8 | 41.5 | — | — | |
| SSGRLBackbone=ResNet-1012022.05 | 34.6 | 37.3 | 39.2 | 40.1 | 40.4 | 41 | 41.3 | 41.6 | 42.1 | 39.7 | — | — | |
| GCN-MLBackbone=ResNet-1012022.05 | 32 | 37.8 | 38.8 | 39.1 | 39.6 | 40 | 41.9 | 42.3 | 42.5 | 39.3 | — | — | |
| Partial BCEBackbone=ResNet-1012022.05 | 27.4 | 38.1 | 40.2 | 40.9 | 41.5 | 42.1 | 42.4 | 42.7 | 42.7 | 39.8 | — | — | |
| CLBackbone=ResNet-1012022.05 | 12.1 | 19.1 | 25.1 | 26.7 | 30 | 31.7 | 35.3 | 36.8 | 38.5 | 28.4 | — | — | |
| DSRBBackbone=ResNet-1012022.05 | 0.414 | 0.44 | 0.448 | 0.455 | 0.466 | 0.475 | 0.478 | 0.48 | 0.482 | 0.46 | 0.451 | 0.377 | |
| ASLBackbone=ResNet-1012022.05 | 0.384 | 0.395 | 0.406 | 0.406 | 0.411 | 0.414 | 0.414 | 0.416 | 0.416 | 0.407 | 0.249 | 0.233 | |
| KGGRBackbone=ResNet-1012022.05 | 0.36 | 0.4 | 0.412 | 0.415 | 0.42 | 0.425 | 0.433 | 0.436 | 0.438 | 0.415 | 0.412 | 0.336 | |
| SSGRLBackbone=ResNet-1012022.05 | 0.346 | 0.373 | 0.392 | 0.401 | 0.404 | 0.41 | 0.413 | 0.416 | 0.421 | 0.397 | 0.378 | 0.261 | |
| GCN-MLBackbone=ResNet-1012022.05 | 0.32 | 0.378 | 0.388 | 0.391 | 0.396 | 0.4 | 0.419 | 0.423 | 0.425 | 0.393 | 0.387 | 0.256 | |
| Partial BCEBackbone=ResNet-1012022.05 | 0.274 | 0.381 | 0.402 | 0.409 | 0.415 | 0.421 | 0.424 | 0.427 | 0.427 | 0.398 | 0.361 | 0.257 | |
| CLBackbone=ResNet-1012022.05 | 0.121 | 0.191 | 0.251 | 0.267 | 0.3 | 0.317 | 0.353 | 0.368 | 0.385 | 0.284 | 0.236 | 0.109 |