Instance Segmentation on MS COCO novel classes val5k (minival)
18.34APOurs (Decoupling Classifier)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ours (Decoupling Classifier)K-shot=302025.05 | 18.34 | 35.99 | — | — | — | — | |
| Mask-DeFRCN†K-shot=302025.05 | 18.28 | 35.2 | — | — | — | — | |
| Ours (Decoupling Classifier)K-shot=102025.05 | 15.85 | 31.33 | — | — | — | — | |
| Mask-DeFRCN†K-shot=102025.05 | 15.39 | 29.71 | — | — | — | — | |
| Ours (Decoupling Classifier)K-shot=52025.05 | 13.48 | 26.67 | — | — | — | — | |
| Mask-DeFRCN†K-shot=52025.05 | 12.66 | 24.58 | — | — | — | — | |
| Ours (Decoupling Classifier)K-shot=32025.05 | 11.85 | 23.24 | — | — | — | — | |
| Mask-DeFRCN†K-shot=32025.05 | 11.01 | 21.27 | — | — | — | — | |
| Ours (Decoupling Classifier)K-shot=22025.05 | 10.31 | 20.43 | — | — | — | — | |
| Mask-DeFRCN†K-shot=22025.05 | 9.51 | 18.58 | — | — | — | — | |
| MTFAK-shot=102025.05 | 8.39 | 14.64 | — | — | — | — | |
| Ours (Decoupling Classifier)K-shot=12025.05 | 7.18 | 14.33 | — | — | — | — | |
| Mask-DeFRCN†K-shot=12025.05 | 6.69 | 13.24 | — | — | — | — | |
| MTFAK-shot=52025.05 | 6.62 | 11.58 | — | — | — | — | |
| Meta R-CNNshot=20, Backbone=ResNet-502019.09 | 6.4 | 14.8 | 4.4 | 0.7 | 4.9 | 9.3 | |
| iMTFAK-shot=102025.05 | 5.94 | 9.96 | — | — | — | — | |
| iMTFAK-shot=52025.05 | 5.24 | 8.73 | — | — | — | — | |
| Meta R-CNNshot=10, Backbone=ResNet-502019.09 | 4.4 | 10.6 | 3.3 | 0.5 | 3.6 | 7.2 | |
| Meta R-CNNK-shot=102025.05 | 4.4 | 10.6 | — | — | — | — | |
| MRCN+ft-fullshot=20, Backbone=ResNet-502019.09 | 3.7 | 8.5 | 2.9 | 0.3 | 2.5 | 5.8 | |
| iMTFAK-shot=12025.05 | 2.83 | 4.75 | — | — | — | — | |
| Meta R-CNNshot=5, Backbone=ResNet-502019.09 | 2.8 | 6.9 | 1.7 | 0.3 | 2.3 | 4.7 | |
| Meta R-CNNK-shot=52025.05 | 2.8 | 6.9 | — | — | — | — | |
| MTFAK-shot=12025.05 | 2.66 | 4.56 | — | — | — | — | |
| MRCN+ft-fullshot=10, Backbone=ResNet-502019.09 | 1.9 | 4.7 | 1.3 | 0.2 | 1.4 | 3.2 | |
| MRCN+ft-fullshot=5, Backbone=ResNet-502019.09 | 1.3 | 2.7 | 1.1 | 0.3 | 0.6 | 2.2 |