Domain Adaptive Few-Shot Open-Set Recognition on Office-Home Real-World to Clipart (test)
39.52Accuracy (%)MORGAN + DAPN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MORGAN + DAPNShots=5-shot2023.09 | 39.52 | 40.68 | |
| NSAEVenue=ICCV-21, Paradigm=CDFSL, Shots=5-shot2023.09 | 37.84 | 29.65 | |
| AdaMatchVenue=ICLR-22, Paradigm=DA, Shots=5-shot2023.09 | 36.67 | 30.48 | |
| MetaoptnetVenue=CVPR-19, Paradigm=FSL, Shots=5-shot2023.09 | 36.51 | 28.63 | |
| MORGAN + DAPNShots=1-shot2023.09 | 36.22 | 38.12 | |
| MORGANVenue=WACV-23, Paradigm=FSOS, Shots=5-shot2023.09 | 35.31 | 37.43 | |
| DAPNVenue=WACV-21, Paradigm=DA-FSL, Shots=5-shot2023.09 | 34.55 | 27.32 | |
| NSAEVenue=ICCV-21, Paradigm=CDFSL, Shots=1-shot2023.09 | 34.26 | 28.17 | |
| MORGANVenue=WACV-23, Paradigm=FSOS, Shots=1-shot2023.09 | 33.92 | 35.15 | |
| MetaoptnetVenue=CVPR-19, Paradigm=FSL, Shots=1-shot2023.09 | 33.71 | 26.62 | |
| DAPNVenue=WACV-21, Paradigm=DA-FSL, Shots=1-shot2023.09 | 31.86 | 25.28 | |
| AdaMatchVenue=ICLR-22, Paradigm=DA, Shots=1-shot2023.09 | 30.31 | 27.29 | |
| PrototypicalNetVenue=NIPS-17, Paradigm=FSL, Shots=5-shot2023.09 | 29.61 | 24.75 | |
| PrototypicalNetVenue=NIPS-17, Paradigm=FSL, Shots=1-shot2023.09 | 25.17 | 19.23 | |
| OCNVenue=WACV-22, Paradigm=FSOS, Shots=5-shot2023.09 | 24.28 | 23.98 | |
| SnaTCHerVenue=CVPR-21, Paradigm=FSOS, Shots=5-shot2023.09 | 23.12 | 25.12 | |
| OCNVenue=WACV-22, Paradigm=FSOS, Shots=1-shot2023.09 | 22.64 | 21.32 | |
| SnaTCHerVenue=CVPR-21, Paradigm=FSOS, Shots=1-shot2023.09 | 20.36 | 22.15 | |
| PEELERVenue=CVPR-20, Paradigm=FSOS, Shots=5-shot2023.09 | 20.16 | 22.24 | |
| OpenMaxVenue=CVPR-16, Paradigm=OSR, Shots=5-shot2023.09 | 15.74 | 16.28 | |
| PEELERVenue=CVPR-20, Paradigm=FSOS, Shots=1-shot2023.09 | 14.55 | 16.18 | |
| OpenMaxVenue=CVPR-16, Paradigm=OSR, Shots=1-shot2023.09 | 12.19 | 14.77 |