Generalized Few-Shot Object Detection on MS-COCO
23nAPCFA-DeFRCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CFA-DeFRCNshots=30, ensemble_evaluation=false2022.04 | 23 | 32 | 35 | — | |
| CFA-DeFRCNshots=30, ensemble_evaluation=true2022.04 | 22.6 | 34.9 | 39 | — | |
| DeFRCNshots=30, ensemble_evaluation=false2022.04 | 22.5 | 31.6 | 34.7 | — | |
| CFA-DeFRCNshots=10, ensemble_evaluation=false2022.04 | 19.1 | 31.4 | 35.5 | — | |
| CFA-DeFRCNshots=10, ensemble_evaluation=true2022.04 | 18.9 | 34 | 39 | — | |
| DeFRCNshots=10, ensemble_evaluation=false2022.04 | 18.6 | 30.6 | 34.6 | — | |
| CFA w/ cosshots=30, ensemble_evaluation=false2022.04 | 15.6 | 31.7 | 37 | — | |
| CFA-DeFRCNshots=5, ensemble_evaluation=false2022.04 | 15.6 | 30.1 | 35 | — | |
| CFA-DeFRCNshots=5, ensemble_evaluation=true2022.04 | 15.6 | 33 | 38.9 | — | |
| DeFRCNshots=5, ensemble_evaluation=false2022.04 | 15.3 | 28.7 | 33.1 | — | |
| CFA w/ cosshots=30, ensemble_evaluation=true2022.04 | 15.1 | 33.4 | 39.5 | — | |
| CFA w/ fcshots=30, ensemble_evaluation=false2022.04 | 14.7 | 31.9 | 37.7 | — | |
| CFA w/ fcshots=30, ensemble_evaluation=true2022.04 | 14.3 | 33.2 | 39.5 | — | |
| MPSRshots=30, ensemble_evaluation=false2022.04 | 14.1 | 17.1 | 18.1 | — | |
| Retentive R-CNNshots=30, ensemble_evaluation=true2022.04 | 13.8 | 32.9 | 39.3 | — | |
| TFA w/ cosshots=30, ensemble_evaluation=false2022.04 | 13.7 | 30.3 | 35.8 | — | |
| TFA w/ fcshots=30, ensemble_evaluation=false2022.04 | 13.4 | 29.7 | 35.1 | — | |
| FRCN-ft-fullshots=30, ensemble_evaluation=false2022.04 | 12.5 | 18.6 | 20.6 | — | |
| FsDetView*shots=30, ensemble_evaluation=false2022.04 | 12 | 10 | 9.3 | — | |
| CFA w/ cosshots=10, ensemble_evaluation=false2022.04 | 11.3 | 30.3 | 36.6 | — | |
| CFA w/ cosshots=10, ensemble_evaluation=true2022.04 | 11.3 | 32.4 | 39.4 | — | |
| CFA w/ fcshots=10, ensemble_evaluation=false2022.04 | 10.5 | 30.8 | 37.6 | — | |
| Retentive R-CNNshots=10, ensemble_evaluation=true2022.04 | 10.5 | 32.1 | 39.2 | — | |
| CFA w/ fcshots=10, ensemble_evaluation=true2022.04 | 10.4 | 32.2 | 39.5 | — | |
| TFA w/ fcshots=10, ensemble_evaluation=false2022.04 | 10 | 27.9 | 33.9 | — | |
| TFA w/ cosshots=10, ensemble_evaluation=false2022.04 | 10 | 28.7 | 35 | — | |
| Meta R-CNN*shots=30, ensemble_evaluation=false2022.04 | 9.9 | 7.8 | 7.1 | — | |
| CFA w/ cosshots=5, ensemble_evaluation=false2022.04 | 9.8 | 29.7 | 36.3 | — | |
| MPSRshots=10, ensemble_evaluation=false2022.04 | 9.7 | 15.3 | 17.1 | — | |
| CFA w/ cosshots=5, ensemble_evaluation=true2022.04 | 9.6 | 32 | 39.5 | — | |
| FRCN-ft-fullshots=10, ensemble_evaluation=false2022.04 | 9.2 | 18.1 | 21 | — | |
| FSRWshots=30, ensemble_evaluation=false2022.04 | 9.1 | — | — | — | |
| CFA w/ fcshots=5, ensemble_evaluation=false2022.04 | 9 | 30.1 | 37.1 | — | |
| CFA w/ fcshots=5, ensemble_evaluation=true2022.04 | 8.8 | 31.8 | 39.5 | — | |
| TFA w/ fcshots=5, ensemble_evaluation=false2022.04 | 8.4 | 27.5 | 33.9 | — | |
| TFA w/ cosshots=5, ensemble_evaluation=false2022.04 | 8.3 | 28.1 | 34.7 | — | |
| Retentive R-CNNshots=5, ensemble_evaluation=true2022.04 | 8.3 | 31.5 | 39.2 | — | |
| FsDetView*shots=10, ensemble_evaluation=false2022.04 | 7.6 | 6.7 | 6.4 | — | |
| FsDetView*shots=5, ensemble_evaluation=false2022.04 | 6.6 | 5.9 | 5.7 | — | |
| Meta R-CNN*shots=10, ensemble_evaluation=false2022.04 | 6.1 | 5.4 | 5.2 | — | |
| FRCN-ft-fullshots=5, ensemble_evaluation=false2022.04 | 6 | 18 | 22 | — | |
| FSRWshots=10, ensemble_evaluation=false2022.04 | 5.6 | — | — | — | |
| Meta R-CNN*shots=5, ensemble_evaluation=false2022.04 | 3.8 | 3.6 | 3.5 | — | |
| ONCEshots=10, ensemble_evaluation=false2022.04 | 1.2 | 13.7 | 17.9 | — | |
| ONCEshots=5, ensemble_evaluation=false2022.04 | 1 | 13.7 | 17.9 | — | |
| DeFRCN+Meta-ScaledDynamic+AugShot=10-shot2023.04 | — | — | — | 24.4 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=30-shot2023.04 | — | — | — | 28 | |
| FsDet ViewShot=10-shot2023.04 | — | — | — | 6.9 | |
| FsDet ViewShot=30-shot2023.04 | — | — | — | 10.5 | |
| Meta R-CNNShot=10-shot2023.04 | — | — | — | 5.6 | |
| Meta R-CNNShot=30-shot2023.04 | — | — | — | 8.3 | |
| ONCEShot=10-shot2023.04 | — | — | — | 2.2 |