Multi-Label Image Recognition on MS-COCO (val)
91.9CPSSGRL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SSGRLSetting=Top-32020.12 | 91.9 | — | 62.5 | 72.7 | 93.8 | 64.1 | 76.2 | |
| SSGRLSetting=All2020.12 | 89.9 | 83.8 | 68.5 | 76.8 | 91.3 | 70.8 | 79.7 | |
| SSGRLResolution=448 x 4482021.06 | 89.9 | 83.8 | 68.5 | 76.8 | 91.3 | 70.8 | 79.9 | |
| ML-GCNSetting=Top-32020.12 | 89.2 | — | 64.1 | 74.6 | 90.5 | 66.5 | 76.7 | |
| ADD-GCNSetting=Top-32020.12 | 88.8 | — | 66.2 | 75.8 | 90.3 | 68.5 | 77.9 | |
| Tresnet-lResolution=448 x 448, Params(M)=552021.06 | 87.2 | 86.6 | 76.4 | 81.4 | 88.2 | 79.2 | 81.8 | |
| C-TranResolution=448 x 4482021.06 | 86.3 | 85.1 | 74.3 | 79.9 | 87.7 | 76.5 | 81.7 | |
| MITr-lResolution=384 x 384, Pre-train=ImageNet-22k, Params(M)=1082021.06 | 86 | 88.5 | 81.4 | 83.3 | 86.5 | 83.4 | 84.9 | |
| ResNet-101Setting=Top-32020.12 | 85.9 | — | 60.5 | 71 | 90.2 | 64.2 | 75 | |
| KGGRResolution=448 x 4482021.06 | 85.6 | 84.3 | 72.7 | 78.6 | 87.1 | 75.6 | 80.9 | |
| ML-GCNSetting=All2020.12 | 85.1 | 83 | 72 | 78 | 85.8 | 75.4 | 80.3 | |
| ML-GCNResolution=448 x 448, Params(M)=462021.06 | 85.1 | 83 | 72 | 78 | 85.8 | 75.4 | 80.3 | |
| ADD-GCNSetting=All2020.12 | 84.7 | 85.2 | 75.9 | 80.1 | 84.9 | 79.4 | 82 | |
| Multi-EvidenceSetting=Top-32020.12 | 84.5 | — | 62.2 | 70.6 | 89.1 | 64.3 | 74.7 | |
| MlTr-mResolution=384 x 384, Pre-train=ImageNet-22k, Params(M)=622021.06 | 84 | 86.8 | 80.1 | 81.7 | 84.6 | 82.5 | 83.5 | |
| DecoupleNetSetting=All2020.12 | 83.1 | 82.2 | 71.6 | 76.3 | 84.7 | 74.8 | 79.5 | |
| MITr-sResolution=224 x 224, Pre-train=ImageNet-22k, Params(M)=332021.06 | 82.8 | 83.9 | 75.5 | 77.3 | 83 | 78.5 | 79.9 | |
| ResNet-101Setting=All2020.12 | 82.7 | 79.7 | 67.4 | 74.3 | 86.4 | 71.8 | 78.4 | |
| MITr-sResolution=224 x 224, Pre-train=ImageNet-1k, Params(M)=332021.06 | 80.7 | 81.9 | 71.5 | 75.2 | 81.4 | 76.3 | 78.1 | |
| Multi-EvidenceSetting=All2020.12 | 80.4 | — | 70.2 | 74.9 | 85.2 | 72.5 | 78.4 | |
| ResNet-101Resolution=224 x 224, Params(M)=452021.06 | 80.2 | 78.3 | 66.7 | 72.8 | 83.9 | 70.8 | 76.8 | |
| RDARSetting=Top-32020.12 | 79.1 | — | 58.7 | 67.4 | 84 | 63 | 72 | |
| RARLSetting=Top-32020.12 | 78.8 | — | 57.2 | 66.2 | 84 | 61.6 | 71.1 |