Image Classification on ImageNet-R (Metrics Aauc and Alast)
61.6AaucSinglePrompt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SinglePromptBuffer=20002026.04 | 61.6 | 59.87 | |
| SinglePromptBuffer=02026.04 | 59 | 58.88 | |
| SinglePromptBuffer=5002026.04 | 58.35 | 53.45 | |
| MISABuffer=20002026.04 | 57.67 | 53.62 | |
| MISABuffer=5002026.04 | 54.72 | 47.48 | |
| MVPBuffer=20002026.04 | 52.47 | 50.54 | |
| MISABuffer=02026.04 | 50.89 | 43.92 | |
| MVPBuffer=5002026.04 | 49.07 | 44.17 | |
| ERBuffer=20002026.04 | 45.74 | 38.13 | |
| ER-ACEBuffer=20002026.04 | 43.62 | 40.49 | |
| DER++Buffer=20002026.04 | 42.79 | 36.06 | |
| CLIBBuffer=20002026.04 | 42.69 | 35.43 | |
| ER-ACEBuffer=5002026.04 | 41.06 | 36.59 | |
| MVPBuffer=02026.04 | 40.6 | 31.96 | |
| DER++Buffer=5002026.04 | 40.32 | 31.53 | |
| ERBuffer=5002026.04 | 40.31 | 28.85 | |
| DualPromptBuffer=02026.04 | 40.11 | 29.24 | |
| CLIBBuffer=5002026.04 | 37.18 | 29.51 | |
| LwFBuffer=02026.04 | 31.61 | 20.62 | |
| EWCBuffer=02026.04 | 31.58 | 20.72 | |
| L2PBuffer=02026.04 | 29.65 | 19.55 | |
| Linear ProbeBuffer=02026.04 | 29.24 | 16.87 | |
| RMBuffer=20002026.04 | 27.88 | 24.25 | |
| RMBuffer=5002026.04 | 18.31 | 4.14 | |
| FinetuningBuffer=02026.04 | 7.51 | 2.29 |