Object Detection on MS COCO novel classes
2,450nAPPseudo-Labelling
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Pseudo-LabellingShots (K)=30, Mosaic Augmentation=true2023.04 | 2,450 | 2,500 | |
| Vanilla-VAEShots (K)=302023.04 | 2,250 | 2,220 | |
| Norm-VAEShots (K)=302023.04 | 2,250 | 2,240 | |
| DeFRCNShots (K)=302023.04 | 2,240 | 2,220 | |
| FCTShots (K)=302023.04 | 2,140 | 2,210 | |
| DeFRCNShots (K)=102023.04 | 1,870 | 1,760 | |
| Vanilla-VAEShots (K)=102023.04 | 1,870 | 1,760 | |
| Norm-VAEShots (K)=102023.04 | 1,870 | 1,780 | |
| Pseudo-LabellingShots (K)=10, Mosaic Augmentation=true2023.04 | 1,780 | 1,780 | |
| FCTShots (K)=102023.04 | 1,710 | 1,700 | |
| FADIShots (K)=302023.04 | 1,610 | 1,580 | |
| Vanilla-VAEShots (K)=52023.04 | 1,590 | 1,510 | |
| Norm-VAEShots (K)=52023.04 | 1,590 | 1,530 | |
| DeFRCNShots (K)=52023.04 | 1,560 | 1,510 | |
| Norm-VAEShots (K)=32023.04 | 1,430 | 1,420 | |
| MPSRShots (K)=302023.04 | 1,410 | 1,420 | |
| Vanilla-VAEShots (K)=32023.04 | 1,410 | 1,340 | |
| TFA w/ cosShots (K)=302023.04 | 1,370 | 1,320 | |
| Norm-VAEShots (K)=22023.04 | 1,370 | 1,370 | |
| TFA w/ fcShots (K)=302023.04 | 1,340 | 1,320 | |
| DeFRCNShots (K)=32023.04 | 1,330 | 1,360 | |
| Vanilla-VAEShots (K)=22023.04 | 1,300 | 1,250 | |
| FADIShots (K)=102023.04 | 1,220 | 1,190 | |
| DeFRCNShots (K)=22023.04 | 1,170 | 1,220 | |
| FADIShots (K)=52023.04 | 1,010 | 970 | |
| TFA w/ fcShots (K)=102023.04 | 1,000 | 920 | |
| TFA w/ cosShots (K)=102023.04 | 1,000 | 930 | |
| MPSRShots (K)=102023.04 | 980 | 970 | |
| Norm-VAEShots (K)=12023.04 | 950 | 880 | |
| Vanilla-VAEShots (K)=12023.04 | 880 | 790 | |
| FADIShots (K)=32023.04 | 860 | 830 | |
| TFA w/ fcShots (K)=52023.04 | 840 | 840 | |
| TFA w/ cosShots (K)=52023.04 | 830 | 800 | |
| FCTShots (K)=22023.04 | 790 | 790 | |
| FADIShots (K)=22023.04 | 700 | 700 | |
| TFA w/ fcShots (K)=32023.04 | 670 | 660 | |
| MPSRShots (K)=52023.04 | 670 | 640 | |
| TFA w/ cosShots (K)=32023.04 | 660 | 650 | |
| DeFRCNShots (K)=12023.04 | 660 | 700 | |
| FADIShots (K)=12023.04 | 570 | 600 | |
| MPSRShots (K)=32023.04 | 520 | 510 | |
| TFA w/ cosShots (K)=22023.04 | 460 | 480 | |
| TFA w/ fcShots (K)=22023.04 | 430 | 410 | |
| MPSRShots (K)=22023.04 | 350 | 340 | |
| TFA w/ cosShots (K)=12023.04 | 340 | 380 | |
| TFA w/ fcShots (K)=12023.04 | 290 | 280 | |
| MPSRShots (K)=12023.04 | 230 | 230 | |
| Decoupling ClassifierShots=30, Averaged over 10 repeated runs=false2025.05 | 22.7 | — | |
| DeFRCNShots=30, Averaged over 10 repeated runs=true2025.05 | 22.6 | — | |
| DeFRCNShots=30, Averaged over 10 repeated runs=false2025.05 | 22.5 | — | |
| Decoupling ClassifierShots=30, Averaged over 10 repeated runs=true2025.05 | 22.2 | — | |
| FCTShots=302025.05 | 20.2 | — | |
| Decoupling ClassifierShots=10, Averaged over 10 repeated runs=false2025.05 | 19.5 | — | |
| DCNetShots=302025.05 | 18.6 | — | |
| DeFRCNShots=10, Averaged over 10 repeated runs=false2025.05 | 18.5 | — | |
| DeFRCNShots=10, Averaged over 10 repeated runs=true2025.05 | 18.5 | — | |
| TIPShots=302025.05 | 18.3 | — | |
| Decoupling ClassifierShots=10, Averaged over 10 repeated runs=true2025.05 | 18 | — | |
| CMEShots=302025.05 | 16.9 | — | |
| Decoupling ClassifierShots=5, Averaged over 10 repeated runs=false2025.05 | 16.6 | — | |
| TIPShots=102025.05 | 16.3 | — | |
| FADIShots=302025.05 | 16.1 | — | |
| DeFRCNShots=5, Averaged over 10 repeated runs=true2025.05 | 16.1 | — | |
| Decoupling ClassifierShots=5, Averaged over 10 repeated runs=true2025.05 | 15.7 | — | |
| DeFRCNShots=5, Averaged over 10 repeated runs=false2025.05 | 15.5 | — | |
| FSCEShots=302025.05 | 15.3 | — | |
| FCTShots=102025.05 | 15.3 | — | |
| CMEShots=102025.05 | 15.1 | — | |
| DeFRCNShots=3, Averaged over 10 repeated runs=true2025.05 | 14.8 | — | |
| FSDetViewShots=302025.05 | 14.7 | — | |
| SRR-FSDShots=302025.05 | 14.7 | — | |
| Decoupling ClassifierShots=3, Averaged over 10 repeated runs=true2025.05 | 14.7 | — | |
| Decoupling ClassifierShots=3, Averaged over 10 repeated runs=false2025.05 | 14.4 | — | |
| MPSRShots=302025.05 | 14.1 | — | |
| TFAShots=302025.05 | 13.7 | — | |
| Decoupling ClassifierShots=2, Averaged over 10 repeated runs=true2025.05 | 13.6 | — | |
| DeFRCNShots=3, Averaged over 10 repeated runs=false2025.05 | 13.3 | — | |
| DeFRCNShots=2, Averaged over 10 repeated runs=true2025.05 | 12.9 | — | |
| DCNetShots=102025.05 | 12.8 | — | |
| FSDetViewShots=102025.05 | 12.5 | — | |
| MetaRCNNShots=302025.05 | 12.4 | — | |
| FADIShots=102025.05 | 12.2 | — | |
| Decoupling ClassifierShots=2, Averaged over 10 repeated runs=false2025.05 | 12.1 | — | |
| FCTShots=52025.05 | 12 | — | |
| DeFRCNShots=2, Averaged over 10 repeated runs=false2025.05 | 11.4 | — | |
| MetaDetShots=302025.05 | 11.3 | — | |
| SRR-FSDShots=102025.05 | 11.3 | — | |
| FRCN-ftShots=302025.05 | 11.1 | — | |
| FSCEShots=102025.05 | 11.1 | — | |
| FSDetViewShots=52025.05 | 10.7 | — | |
| FADIShots=52025.05 | 10.1 | — | |
| TFAShots=102025.05 | 10 | — | |
| Decoupling ClassifierShots=1, Averaged over 10 repeated runs=true2025.05 | 10 | — | |
| MPSRShots=102025.05 | 9.8 | — | |
| FCTShots=32025.05 | 9.8 | — | |
| DeFRCNShots=1, Averaged over 10 repeated runs=true2025.05 | 9.3 | — | |
| FSRWShots=302025.05 | 9.1 | — | |
| MetaRCNNShots=102025.05 | 8.7 | — | |
| MPSRShots=52025.05 | 8.7 | — | |
| FADIShots=32025.05 | 8.6 | — |