Generalized Few-Shot Object Detection on MS-COCO 2017 (val)
21.9Novel APDecoupling Classifier
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Decoupling ClassifierShots=302025.05 | 21.9 | 32.3 | 35.8 | |
| DeFRCNShots=302025.05 | 21.2 | 31.4 | 34.8 | |
| Decoupling ClassifierShots=102025.05 | 18.3 | 31.4 | 35.7 | |
| DeFRCNShots=102025.05 | 16.8 | 29.7 | 34 | |
| FSDetViewShots=302025.05 | 15.9 | — | — | |
| Decoupling ClassifierShots=52025.05 | 15.7 | 30.2 | 35 | |
| DeFRCNShots=52025.05 | 13.6 | 27.8 | 32.6 | |
| Decoupling ClassifierShots=32025.05 | 12.9 | 29.4 | 34.9 | |
| TFAShots=302025.05 | 12.1 | 28.7 | 34.2 | |
| FSDetViewShots=102025.05 | 10.7 | — | — | |
| DeFRCNShots=32025.05 | 10.7 | 26.6 | 32.1 | |
| Decoupling ClassifierShots=22025.05 | 10.4 | 28.6 | 34.7 | |
| TFAShots=102025.05 | 9.1 | 26.6 | 32.4 | |
| DeFRCNShots=22025.05 | 8.5 | 25.7 | 31.4 | |
| FSDetViewShots=52025.05 | 8.1 | — | — | |
| FRCN-ftShots=302025.05 | 7.4 | 13.5 | 15.6 | |
| TFAShots=52025.05 | 7 | 25.9 | 32.2 | |
| FSDetViewShots=32025.05 | 6.7 | — | — | |
| Decoupling ClassifierShots=12025.05 | 6.2 | 27.4 | 34.4 | |
| FRCN-ftShots=102025.05 | 5.5 | 13.4 | 16.1 | |
| TFAShots=32025.05 | 5.1 | 25.3 | 32 | |
| FSDetViewShots=22025.05 | 4.9 | — | — | |
| DeFRCNShots=12025.05 | 4.8 | 24.4 | 30.4 | |
| FRCN-ftShots=52025.05 | 4.6 | 14.4 | 17.6 | |
| TFAShots=22025.05 | 3.9 | 24.9 | 31.9 | |
| FRCN-ftShots=32025.05 | 3.7 | 15 | 18.8 | |
| FSDetViewShots=12025.05 | 3.2 | — | — | |
| FRCN-ftShots=22025.05 | 3.1 | 15.8 | 20 | |
| TFAShots=12025.05 | 1.9 | 24.4 | 31.9 | |
| FRCN-ftShots=12025.05 | 1.7 | 16.2 | 21 |