Open-set Image Retrieval on CUB200 ID CARS196 OOD (test)
65mAP@1LAM (post-hoc)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LAM (post-hoc)Zero-shot=true2023.02 | 65 | 52 | 45 | 0.56 | 0.61 | 0.66 | |
| DeterministicZero-shot=true2023.02 | 62 | 48 | 42 | — | — | 0.21 | |
| PFEZero-shot=true2023.02 | 62 | 50 | 43 | 0.44 | 0.5 | 0.61 | |
| MC dropoutZero-shot=true2023.02 | 61 | 48 | 42 | 0.73 | 0.68 | 0.63 | |
| LAM (online)Zero-shot=true2023.02 | 61 | 48 | 42 | 0.8 | 0.75 | 0.63 | |
| HIBZero-shot=true2023.02 | 33 | 19 | 14 | 0.54 | 0.61 | 0.31 | |
| Deep EnsembleZero-shot=true2023.02 | 21 | 11 | 7 | 0.47 | 0.55 | 0.21 |