Generalized Few-Shot Object Detection on PASCAL VOC All Set 1 (test)
77.9AP50NIFF-DeFRCN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NIFF-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=false, Shots=52023.03 | 77.9 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=false, Shots=102023.03 | 77.5 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=52023.03 | 77.4 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=52023.03 | 77.3 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=102023.03 | 77.3 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=false, Shots=32023.03 | 77.3 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=102023.03 | 76.9 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=false, Shots=22023.03 | 76.9 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=32023.03 | 76.8 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=32023.03 | 76.7 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=22023.03 | 76.5 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 76 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=22023.03 | 76 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=false, Shots=12023.03 | 75.9 | — | — | — | — | — | |
| NIFF-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=12023.03 | 75.6 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 75.1 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=true, Base Data (w/B)=true, Shots=102023.03 | 75 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=12023.03 | 75 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=true, Base Data (w/B)=true, Shots=102023.03 | 74.9 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=true, Base Data (w/B)=true, Shots=52023.03 | 74.9 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 74.6 | — | — | — | — | — | |
| Retentive R-CNNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=102023.03 | 74.6 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 74.5 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 74.4 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 74.4 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=true, Base Data (w/B)=true, Shots=52023.03 | 74.4 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 74.3 | — | — | — | — | — | |
| Retentive R-CNNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=52023.03 | 74 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 73.9 | — | — | — | — | — | |
| CFA-DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 73.8 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 73.7 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 73.6 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 73.5 | — | — | — | — | — | |
| TFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 73.4 | — | — | — | — | — | |
| TFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 73.4 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=true, Base Data (w/B)=true, Shots=32023.03 | 73.3 | — | — | — | — | — | |
| TFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 73.2 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 73.2 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 73.1 | — | — | — | — | — | |
| TFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 72.8 | — | — | — | — | — | |
| Retentive R-CNNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=22023.03 | 72.3 | — | — | — | — | — | |
| Retentive R-CNNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=32023.03 | 72.1 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 71.9 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=true, Base Data (w/B)=true, Shots=22023.03 | 71.8 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=true, Base Data (w/B)=true, Shots=12023.03 | 71.4 | — | — | — | — | — | |
| Retentive R-CNNEnsemble (w/E)=true, Base Data (w/B)=true, Shots=12023.03 | 71.3 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=true, Base Data (w/B)=true, Shots=32023.03 | 71 | — | — | — | — | — | |
| TFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 70.5 | — | — | — | — | — | |
| TFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 70.3 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=true, Base Data (w/B)=true, Shots=12023.03 | 70.3 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 69.8 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 69.8 | — | — | — | — | — | |
| TFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 69.7 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 69.5 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=true, Base Data (w/B)=true, Shots=22023.03 | 69.5 | — | — | — | — | — | |
| TFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 69.3 | — | — | — | — | — | |
| CFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 69.1 | — | — | — | — | — | |
| MPSREnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 69 | — | — | — | — | — | |
| TFA w/ cosEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 68.2 | — | — | — | — | — | |
| CFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 68.2 | — | — | — | — | — | |
| TFA w/ fcEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 66.9 | — | — | — | — | — | |
| MPSREnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 66.1 | — | — | — | — | — | |
| MPSREnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 62.8 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=12023.03 | 61.1 | — | — | — | — | — | |
| FRCN-ft-fullEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 60.9 | — | — | — | — | — | |
| MPSREnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 60.4 | — | — | — | — | — | |
| FRCN-ft-fullEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 60.1 | — | — | — | — | — | |
| FSRWEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 59.5 | — | — | — | — | — | |
| FRCN-ft-fullEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 57.1 | — | — | — | — | — | |
| FRCN-ft-fullEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 56.8 | — | — | — | — | — | |
| MPSREnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 56.8 | — | — | — | — | — | |
| FSRWEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 56 | — | — | — | — | — | |
| Meta R-CNNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 55.6 | — | — | — | — | — | |
| FRCN-ft-fullEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 55.4 | — | — | — | — | — | |
| FSRWEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 55.3 | — | — | — | — | — | |
| FsDetViewEnsemble (w/E)=false, Base Data (w/B)=true, Shots=102023.03 | 55.3 | — | — | — | — | — | |
| FSRWEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 53.5 | — | — | — | — | — | |
| FSRWEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 50.2 | — | — | — | — | — | |
| FsDetViewEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 50 | — | — | — | — | — | |
| Meta R-CNNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=52023.03 | 49.3 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=22023.03 | 48.5 | — | — | — | — | — | |
| FsDetViewEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 40.3 | — | — | — | — | — | |
| FsDetViewEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 40.1 | — | — | — | — | — | |
| FsDetViewEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 36.4 | — | — | — | — | — | |
| Meta R-CNNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=32023.03 | 36.2 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=32023.03 | 35.9 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=52023.03 | 32.8 | — | — | — | — | — | |
| Meta R-CNNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=22023.03 | 30.5 | — | — | — | — | — | |
| DeFRCNEnsemble (w/E)=false, Base Data (w/B)=false, Shots=102023.03 | 20.7 | — | — | — | — | — | |
| Meta R-CNNEnsemble (w/E)=false, Base Data (w/B)=true, Shots=12023.03 | 17.5 | — | — | — | — | — | |
| CFA w/ cosensemble protocol=false2022.04 | — | 69.1 | 69.8 | 71.9 | 73.6 | 73.9 | |
| CFA w/ cosensemble protocol=true2022.04 | — | 71.4 | 71.8 | 73.3 | 74.9 | 75 | |
| CFA w/ fcensemble protocol=false2022.04 | — | 69.5 | 68.2 | 69.8 | 73.5 | 74.3 | |
| CFA w/ fcensemble protocol=true2022.04 | — | 70.3 | 69.5 | 71 | 74.4 | 74.9 | |
| CFA-DeFRCNensemble protocol=false2022.04 | — | 73.8 | 74.6 | 74.5 | 76 | 74.4 | |
| CFA-DeFRCNensemble protocol=true2022.04 | — | 75 | 76 | 76.8 | 77.3 | 77.3 | |
| DeFRCNensemble protocol=false2022.04 | — | 73.1 | 73.2 | 73.7 | 75.1 | 74.4 | |
| FRCN-ft-fullensemble protocol=false2022.04 | — | 55.4 | 57.1 | 56.8 | 60.1 | 60.9 | |
| FsDetView*ensemble protocol=false2022.04 | — | 36.4 | 40.3 | 40.1 | 50 | 55.3 | |
| FSRWensemble protocol=false2022.04 | — | 53.5 | 50.2 | 55.3 | 56 | 59.5 |