Image Classification on CDDB-Hard (test)
91.85AccuracyPINA-D+oracle
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PINA-D+oracleBackbone=CLIP, Buffer Size=0/class2025.05 | 91.85 | 0 | 100 | |
| S-iPrompts+oracleBackbone=CLIP, Buffer Size=0/class2025.05 | 90.26 | 0 | 100 | |
| PINA-D+SOYOBackbone=CLIP, Buffer Size=0/class2025.05 | 90.12 | -0.2 | 89.57 | |
| S-iPrompts+SOYOBackbone=CLIP, Buffer Size=0/class2025.05 | 89.31 | -0.48 | 89.57 | |
| PINA-DBackbone=CLIP, Buffer Size=0/class2025.05 | 89.03 | -0.32 | 81.44 | |
| S-iPromptsBackbone=CLIP, Buffer Size=0/class2025.05 | 88.65 | -0.6 | 80.13 | |
| MOP-CLIPBackbone=CLIP, Buffer Size=0/class2025.05 | 88.54 | -0.79 | — | |
| DyToxBackbone=ViT-B, Buffer Size=50/class2025.05 | 86.21 | -1.55 | — | |
| PINABackbone=CLIP, Buffer Size=0/class2025.05 | 85.71 | -0.51 | 81.44 | |
| PINA-D+oracleBackbone=ViT-B, Buffer Size=0/class2025.05 | 81.22 | 0 | 100 | |
| PINA-D+SOYOBackbone=ViT-B, Buffer Size=0/class2025.05 | 80.35 | -0.39 | 89.84 | |
| PINA-DBackbone=ViT-B, Buffer Size=0/class2025.05 | 78.2 | -0.73 | 82.27 | |
| PINABackbone=ViT-B, Buffer Size=50/class2025.05 | 77.35 | -0.98 | 82.27 | |
| S-iPrompts+oracleBackbone=ViT-B, Buffer Size=0/class2025.05 | 77.01 | 0 | 100 | |
| S-iPrompts+SOYOBackbone=ViT-B, Buffer Size=0/class2025.05 | 75.73 | -0.8 | 89.84 | |
| S-iPromptsBackbone=ViT-B, Buffer Size=0/class2025.05 | 74.51 | -1.3 | 81.79 | |
| CODA-PBackbone=ViT-B, Buffer Size=50/class2025.05 | 70.54 | -5.53 | — | |
| DualPromptBackbone=ViT-B, Buffer Size=50/class2025.05 | 64.8 | -8.74 | — | |
| L2PBackbone=ViT-B, Buffer Size=50/class2025.05 | 61.28 | -9.23 | — | |
| LwFBackbone=ViT-B, Buffer Size=50/class2025.05 | 60.94 | -13.53 | — | |
| EWCBackbone=ViT-B, Buffer Size=50/class2025.05 | 50.59 | -42.62 | — |