Object Detection on PASCAL VOC Novel Set 3
63.3mAP@0.5Decoupling Classifier
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Decoupling ClassifierShots=10, gFSOD setting=true2025.05 | 63.3 | — | |
| DeFRCNK-shot=102022.10 | 62.5 | — | |
| DeFRCNK-shot=52022.10 | 60.7 | — | |
| Decoupling ClassifierShots=10, gFSOD setting=false2025.05 | 60.7 | — | |
| Decoupling ClassifierShots=5, gFSOD setting=true2025.05 | 60.3 | — | |
| DeFRCN†Shots=10, gFSOD setting=false2025.05 | 59.7 | — | |
| Decoupling ClassifierShots=5, gFSOD setting=false2025.05 | 56.9 | — | |
| DeFRCNK-shot=22022.10 | 56.6 | — | |
| Decoupling ClassifierShots=3, gFSOD setting=true2025.05 | 56.3 | — | |
| DeFRCN†Shots=5, gFSOD setting=false2025.05 | 56.1 | — | |
| DeFRCNK-shot=32022.10 | 55.8 | — | |
| FSCEK-shot=102022.10 | 54 | — | |
| Decoupling ClassifierShots=3, gFSOD setting=false2025.05 | 53.8 | — | |
| DeFRCN†Shots=3, gFSOD setting=false2025.05 | 52.6 | — | |
| DeFRCNK-shot=12022.10 | 52.5 | — | |
| Decoupling ClassifierShots=2, gFSOD setting=true2025.05 | 52.1 | — | |
| FSRNK-shot=102022.10 | 51.7 | — | |
| CMEK-shot=102022.10 | 51.5 | — | |
| MPSRK-shot=102022.10 | 51.3 | — | |
| DCNETK-shot=102022.10 | 50.7 | — | |
| Decoupling ClassifierShots=2, gFSOD setting=false2025.05 | 50.5 | — | |
| TFA w/ fcK-shot=102022.10 | 50.2 | — | |
| FSDetView w/cosShots=102020.07 | 50.1 | — | |
| DeFRCN†Shots=2, gFSOD setting=false2025.05 | 49.9 | — | |
| TFA w/ cosK-shot=102022.10 | 49.8 | — | |
| TFAShot=102021.03 | 49.8 | — | |
| FSDetView w/fcShots=102020.07 | 49.6 | — | |
| TFA w/ cosK-shot=52022.10 | 49.5 | — | |
| TFAShot=52021.03 | 49.5 | — | |
| MPSRK-shot=52022.10 | 48.9 | — | |
| MetaYOLO-CMEK-shot=102022.10 | 48.8 | — | |
| TFA w/ fcK-shot=52022.10 | 48.7 | — | |
| TFAshot=102021.03 | 48.5 | — | |
| CMEK-shot=52022.10 | 48.3 | — | |
| Meta R-CNNShots=102020.07 | 48.1 | — | |
| Meta R-CNNShot=102021.03 | 48.1 | — | |
| FSRNK-shot=52022.10 | 47.5 | — | |
| FSCEK-shot=52022.10 | 47.3 | — | |
| SRR-FSDShot=52021.03 | 46.9 | — | |
| SRR-FSDShot=102021.03 | 46.4 | — | |
| FSRWShots=102020.07 | 45.9 | — | |
| MetaYOLOK-shot=102022.10 | 45.9 | — | |
| FSRWShot=102021.03 | 45.9 | — | |
| TFA w/cosShots=102020.07 | 45.6 | — | |
| SRR-FSDshot=102021.03 | 45.2 | — | |
| CMEK-shot=32022.10 | 45.1 | — | |
| FRCN-ftShots=10, gFSOD setting=false2025.05 | 45.1 | — | |
| MetaYOLO-CMEK-shot=52022.10 | 44.9 | — | |
| TFA w/fcShots=102020.07 | 44.6 | — | |
| SRR-FSDShot=32021.03 | 44.3 | — | |
| MetaDetShots=102020.07 | 44.1 | — | |
| MetaDetK-shot=102022.10 | 44.1 | — | |
| MetaDetShot=102021.03 | 44.1 | — | |
| MetaDetShots=52020.07 | 43.9 | — | |
| MetaDetK-shot=52022.10 | 43.9 | — | |
| MetaDetShot=52021.03 | 43.9 | — | |
| FSDetView w/fcShots=52020.07 | 43.8 | — | |
| MPSRK-shot=32022.10 | 43.7 | — | |
| TFAshot=52021.03 | 43.7 | — | |
| MetaDet-YOLOK-shot=102022.10 | 42.9 | — | |
| FSRWShots=52020.07 | 42.8 | — | |
| MetaYOLOK-shot=52022.10 | 42.8 | — | |
| TFA w/ cosK-shot=32022.10 | 42.8 | — | |
| FSRWShot=52021.03 | 42.8 | — | |
| TFAShot=32021.03 | 42.8 | — | |
| DCNETK-shot=52022.10 | 42.6 | — | |
| TFA w/ fcK-shot=32022.10 | 42.5 | — | |
| FRCN-ft-fullK-shot=52022.10 | 42.2 | — | |
| SRR-FSDshot=52021.03 | 42.2 | — | |
| FRCN-ft-fullK-shot=102022.10 | 42.1 | — | |
| MetaDet-YOLOK-shot=52022.10 | 41.9 | — | |
| FSDetView w/cosShots=52020.07 | 41.6 | — | |
| Meta R-CNNshot=102021.03 | 41.6 | — | |
| FSRWshot=102021.03 | 41.5 | — | |
| SRR-FSDShot=22021.03 | 41.5 | — | |
| Meta R-CNNShots=52020.07 | 41.2 | — | |
| FSRNK-shot=32022.10 | 41.2 | — | |
| Meta R-CNNShot=52021.03 | 41.2 | — | |
| TFA w/fcShots=52020.07 | 40.8 | — | |
| TFA w/cosShots=52020.07 | 40.8 | — | |
| SRR-FSDshot=22021.03 | 40.5 | — | |
| Decoupling ClassifierShots=1, gFSOD setting=false2025.05 | 40.3 | — | |
| SRR-FSDShot=12021.03 | 40.1 | — | |
| MPSRK-shot=22022.10 | 40 | — | |
| FsDetViewK-shot=102022.10 | 39.8 | — | |
| DeFRCN†Shots=1, gFSOD setting=false2025.05 | 39.8 | — | |
| DCNETK-shot=32022.10 | 39.7 | — | |
| SRR-FSDshot=32021.03 | 39.7 | — | |
| CMEK-shot=22022.10 | 39.6 | — | |
| Decoupling ClassifierShots=1, gFSOD setting=true2025.05 | 39.6 | — | |
| FSCEK-shot=32022.10 | 39.5 | — | |
| SRR-FSDshot=12021.03 | 39.2 | — | |
| FSDetView w/fcShots=32020.07 | 37.2 | — | |
| FSRNK-shot=22022.10 | 37 | — | |
| FSRWshot=52021.03 | 37 | — | |
| TFAshot=32021.03 | 36.4 | — | |
| LSTDShots=102020.07 | 36.3 | — | |
| FSDetView w/cosShots=32020.07 | 36.3 | — | |
| MPSRK-shot=12022.10 | 35.9 | — | |
| FRCN-ftShots=5, gFSOD setting=false2025.05 | 35 | — |