Object Detection on PASCAL VOC (Novel Set 1)
68mAP@50Decoupling Classifier
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Decoupling ClassifierShots=10, gFSOD setting=true2025.05 | 68 | — | |
| DeFRCNK-shot=52022.10 | 67.8 | — | |
| DeFRCNK-shot=102022.10 | 67 | — | |
| Decoupling ClassifierShots=5, gFSOD setting=true2025.05 | 66.8 | — | |
| DeFRCNShots=10, gFSOD setting=true2025.05 | 66.5 | — | |
| Decoupling Classifier *Shots=5, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 65.6 | — | |
| Decoupling ClassifierShots=10, gFSOD setting=false2025.05 | 64.5 | — | |
| DeFRCNK-shot=32022.10 | 64.3 | — | |
| FCTShots=10, gFSOD setting=false2025.05 | 64.3 | — | |
| DeFRCN *Shots=5, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 64.1 | — | |
| DeFRCN†Shots=10, gFSOD setting=false2025.05 | 63.7 | — | |
| UniFSShot=K=52024.04 | 63.6 | — | |
| DeFRCNShots=5, gFSOD setting=true2025.05 | 63.6 | — | |
| FSCEBackbone=FRCN-R101, Shot=102021.03 | 63.4 | — | |
| FSCEShots=10, gFSOD setting=false2025.05 | 63.4 | — | |
| FADIShots=10, gFSOD setting=false2025.05 | 63.2 | — | |
| DCFSShot=K=52024.04 | 62.9 | — | |
| Decoupling ClassifierShots=5, gFSOD setting=false2025.05 | 62.9 | — | |
| Decoupling Classifier *Shots=3, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 62.9 | — | |
| Decoupling Classifier *Shots=10, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 62.5 | — | |
| DeFRCNShot=K=52024.04 | 62.4 | — | |
| DeFRCN†Shots=5, gFSOD setting=false2025.05 | 62.4 | — | |
| Decoupling ClassifierShots=3, gFSOD setting=true2025.05 | 62.1 | — | |
| FSCEShots=5, gFSOD setting=false2025.05 | 61.9 | — | |
| MPSRShots=10, gFSOD setting=false2025.05 | 61.8 | — | |
| DeFRCN *Shots=3, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 61.5 | — | |
| MPSRK-shot=102022.10 | 61.2 | — | |
| CMEK-shot=102022.10 | 60.9 | — | |
| CMEShots=10, gFSOD setting=false2025.05 | 60.9 | — | |
| DeFRCN *Shots=10, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 60.8 | — | |
| Decoupling ClassifierShots=3, gFSOD setting=false2025.05 | 59.9 | — | |
| FCTShots=5, gFSOD setting=false2025.05 | 59.8 | — | |
| FSCEK-shot=102022.10 | 59.7 | — | |
| DCNETK-shot=102022.10 | 59.6 | — | |
| TIPShots=10, gFSOD setting=false2025.05 | 59.6 | — | |
| DCNetShots=10, gFSOD setting=false2025.05 | 59.6 | — | |
| Decoupling Classifier *Shots=2, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 59.6 | — | |
| FADIShots=5, gFSOD setting=false2025.05 | 59.3 | — | |
| DeFRCN†Shots=3, gFSOD setting=false2025.05 | 59.3 | — | |
| Decoupling ClassifierShots=2, gFSOD setting=true2025.05 | 59.1 | — | |
| DeFRCNK-shot=22022.10 | 58.6 | — | |
| CMEK-shot=52022.10 | 58.2 | — | |
| CMEShots=5, gFSOD setting=false2025.05 | 58.2 | — | |
| DeFRCNShots=3, gFSOD setting=true2025.05 | 58.2 | — | |
| DeFRCN *Shots=2, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 57.5 | — | |
| Decoupling ClassifierShots=2, gFSOD setting=false2025.05 | 57.4 | — | |
| FSDetViewShots=10, gFSOD setting=true2025.05 | 57.4 | — | |
| SRR-FSDshot=102021.03 | 57.3 | — | |
| TFA w/ fcK-shot=102022.10 | 57 | — | |
| DeFRCNK-shot=12022.10 | 57 | — | |
| SRR-FSDShots=10, gFSOD setting=false2025.05 | 56.8 | — | |
| Decoupling Classifier *Shots=1, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 56.6 | — | |
| DeFRCN†Shots=2, gFSOD setting=false2025.05 | 56.4 | — | |
| SRR-FSDshot=52021.03 | 56.2 | — | |
| TFA w/ cosK-shot=102022.10 | 56 | — | |
| TFAShots=10, gFSOD setting=false2025.05 | 56 | — | |
| TFA w/ fcK-shot=52022.10 | 55.7 | — | |
| TFA w/ cosK-shot=52022.10 | 55.7 | — | |
| TFAShot=K=52024.04 | 55.7 | — | |
| TFAShots=5, gFSOD setting=false2025.05 | 55.7 | — | |
| MPSRK-shot=52022.10 | 55.3 | — | |
| TFAshot=102021.03 | 55.3 | — | |
| MPSRShots=5, gFSOD setting=false2025.05 | 55.2 | — | |
| SRR-FSDShots=5, gFSOD setting=false2025.05 | 55.2 | — | |
| FSRNK-shot=102022.10 | 55.1 | — | |
| FADIShots=2, gFSOD setting=false2025.05 | 54.8 | — | |
| FADIShots=3, gFSOD setting=false2025.05 | 54.2 | — | |
| DeFRCN *Shots=1, gFSOD setting=false, Averaged over 10 seeds=true2025.05 | 53.6 | — | |
| DeFRCNShots=2, gFSOD setting=true2025.05 | 53.6 | — | |
| FCTShots=3, gFSOD setting=false2025.05 | 53.5 | — | |
| FSCEK-shot=52022.10 | 52.9 | — | |
| TFAShots=10, gFSOD setting=true2025.05 | 52.8 | — | |
| SRR-FSDshot=32021.03 | 52.6 | — | |
| FRCN-ftShots=10, gFSOD setting=true2025.05 | 52 | — | |
| FSRNK-shot=52022.10 | 51.9 | — | |
| MetaRCNNShots=10, gFSOD setting=false2025.05 | 51.5 | — | |
| MPSRShots=3, gFSOD setting=false2025.05 | 51.4 | — | |
| FSCEShots=3, gFSOD setting=false2025.05 | 51.4 | — | |
| SRR-FSDShots=3, gFSOD setting=false2025.05 | 51.3 | — | |
| DCNETK-shot=52022.10 | 51.1 | — | |
| SRR-FSDshot=22021.03 | 51.1 | — | |
| DCNetShots=5, gFSOD setting=false2025.05 | 51.1 | — | |
| TFAshot=52021.03 | 50.8 | — | |
| SRR-FSDShots=2, gFSOD setting=false2025.05 | 50.5 | — | |
| CMEK-shot=32022.10 | 50.4 | — | |
| CMEShots=3, gFSOD setting=false2025.05 | 50.4 | — | |
| FADIShots=1, gFSOD setting=false2025.05 | 50.3 | — | |
| TIPShot=K=52024.04 | 50.2 | — | |
| TIPShots=5, gFSOD setting=false2025.05 | 50.2 | — | |
| MetaDetK-shot=102022.10 | 49.6 | — | |
| MetaDetShots=10, gFSOD setting=false2025.05 | 49.6 | — | |
| FCTShots=2, gFSOD setting=false2025.05 | 49.6 | — | |
| FSDetViewShots=5, gFSOD setting=true2025.05 | 49.1 | — | |
| MetaDet-YOLOK-shot=102022.10 | 48.8 | — | |
| MPSRK-shot=32022.10 | 48.4 | — | |
| TFAShots=5, gFSOD setting=true2025.05 | 47.9 | — | |
| SRR-FSDShots=1, gFSOD setting=false2025.05 | 47.8 | — | |
| MetaYOLO-CMEK-shot=102022.10 | 47.5 | — | |
| CMEK-shot=22022.10 | 47.5 | — | |
| CMEShots=2, gFSOD setting=false2025.05 | 47.5 | — |