Domain Adaptive Few-Shot Open-Set Recognition on CUB (Meta-trained on MiniImageNet)
52.79AccuracyDAFOS-NET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DAFOS-NETK=5, shot=5, Query sampled from=S + T2023.09 | 52.79 | 52.35 | |
| DAPNShots=5-shot2023.09 | 49.55 | 41.23 | |
| DAPNShots=1-shot2023.09 | 47.82 | 38.76 | |
| MetaoptnetShots=5-shot2023.09 | 46.36 | 35.97 | |
| NSAEShots=5-shot2023.09 | 46.33 | 36.67 | |
| AdaMatchShots=5-shot2023.09 | 46.15 | 39.19 | |
| AdaMatchShots=1-shot2023.09 | 45.82 | 36.26 | |
| MORGAN + DAPNShots=5-shot2023.09 | 45.55 | 44.26 | |
| NSAEShots=1-shot2023.09 | 42.67 | 34.59 | |
| MetaoptnetShots=1-shot2023.09 | 42.46 | 34.22 | |
| MORGAN + DAPNK=5, shot=5, Query sampled from=S + T2023.09 | 42.26 | 41.06 | |
| MORGANShots=5-shot2023.09 | 42.04 | 39.82 | |
| MORGAN + DAPNShots=1-shot2023.09 | 41.12 | 40.46 | |
| MORGANShots=1-shot2023.09 | 40.62 | 37.45 | |
| OCNShots=5-shot2023.09 | 37.42 | 34.21 | |
| MORGANK=5, shot=5, Query sampled from=S + T2023.09 | 36.18 | 34.89 | |
| OCNShots=1-shot2023.09 | 35.98 | 33.27 | |
| PrototypicalNetShots=5-shot2023.09 | 35.87 | 31.27 | |
| SnaTCHerShots=5-shot2023.09 | 34.28 | 35.13 | |
| DAPNK=5, shot=5, Query sampled from=S + T2023.09 | 31.54 | 26.08 | |
| PrototypicalNetShots=1-shot2023.09 | 31.44 | 25.12 | |
| SnaTCHerShots=1-shot2023.09 | 31.33 | 32.18 | |
| PEELERShots=5-shot2023.09 | 30.71 | 33.41 | |
| OpenMaxShots=5-shot2023.09 | 26.43 | 29.32 | |
| PEELERShots=1-shot2023.09 | 25.47 | 27.82 | |
| OpenMaxShots=1-shot2023.09 | 21.88 | 24.02 |