Image Classification on MTIL Transfer (test)
93Caltech101IAP
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IAPArch. Kept=No, w/o Extra Data=Yes2026.06 | 93 | — | 68.7 | 44 | 47 | 70.4 | 85.9 | 63.5 | 89.7 | 66.2 | 63.3 | 69.2 | |
| DIKIArch. Kept=No, w/o Extra Data=Yes2026.06 | 92.9 | — | 69.1 | 43.2 | 43.9 | 65.4 | 85.3 | 56 | 88.4 | 64 | 65.6 | 67.4 | |
| Zero-shotArch. Kept=Yes, w/o Extra Data=Yes2026.06 | 88.4 | 24.8 | 68.2 | 44.6 | 54.9 | 71 | 88.5 | 59.4 | 89 | 64.7 | 65.4 | — | |
| MoE-AdaptersArch. Kept=No, w/o Extra Data=No2026.06 | 87.9 | — | 68.2 | 44.4 | 49.9 | 70.7 | 88.7 | 59.7 | 89.1 | 64.5 | 65.5 | 68.9 | |
| KeepLoRA++clsArch. Kept=No, w/o Extra Data=Yes2026.06 | 86.1 | — | 69.9 | 44.4 | 54.5 | 71.3 | 89.1 | 64.8 | 90.8 | 63.6 | 66.4 | 70.1 | |
| ZSCLArch. Kept=Yes, w/o Extra Data=No2026.06 | 86 | — | 67.4 | 45.4 | 50.4 | 69.1 | 87.6 | 61.8 | 86.8 | 60.1 | 66.8 | 68.1 | |
| KeepLoRA++Arch. Kept=Yes, w/o Extra Data=Yes2026.06 | 85.5 | — | 69.5 | 45.8 | 55.1 | 70.7 | 88.1 | 64.9 | 90.6 | 60 | 65.1 | 69.5 | |
| InfLoRAArch. Kept=Yes, w/o Extra Data=Yes2026.06 | 84.3 | — | 67.4 | 44.3 | 50.6 | 68.2 | 87.1 | 62.7 | 88.7 | 57.8 | 62.8 | 67.4 | |
| SD-LoRAArch. Kept=Yes, w/o Extra Data=Yes2026.06 | 82.3 | — | 67.5 | 44.4 | 51 | 67.9 | 87.2 | 61.1 | 88.4 | 58.2 | 63.4 | 67.1 | |
| O-LoRAArch. Kept=Yes, w/o Extra Data=Yes2026.06 | 80.8 | — | 68 | 44.5 | 49.8 | 67.5 | 86.7 | 59.3 | 88.7 | 56.1 | 63.6 | 66.5 | |
| LwF-VRArch. Kept=Yes, w/o Extra Data=No2026.06 | 77.1 | — | 61 | 40.5 | 45.3 | 54.4 | 74.6 | 47.9 | 76.7 | 36.3 | 58.6 | 57.2 | |
| LwFArch. Kept=Yes, w/o Extra Data=No2026.06 | 74.5 | — | 56.9 | 39.1 | 51.1 | 52.6 | 72.8 | 60.6 | 75.1 | 30.3 | 55.9 | 56.9 | |
| WiSE-FTArch. Kept=Yes, w/o Extra Data=No2026.06 | 73.5 | — | 55.6 | 35.6 | 41.5 | 47 | 68.3 | 53.9 | 69.3 | 26.8 | 51.9 | 52.3 | |
| S-PromptsArch. Kept=No, w/o Extra Data=Yes2026.06 | 67.3 | — | 49.4 | 26.7 | 39.7 | 47.1 | 70.2 | 34.3 | 78.9 | 56.7 | 52.2 | 52.2 | |
| L2PArch. Kept=No, w/o Extra Data=Yes2026.06 | 65.6 | — | 50.9 | 30.4 | 41.4 | 49.3 | 71.8 | 36.3 | 77.5 | 55.3 | 53.4 | 53.2 | |
| DualPromptArch. Kept=No, w/o Extra Data=Yes2026.06 | 56.7 | — | 51.4 | 28.7 | 33.7 | 45.6 | 70.9 | 59.5 | 77.7 | 49.5 | 50.4 | 52.4 | |
| iCaRLArch. Kept=Yes, w/o Extra Data=No2026.06 | 56.6 | — | 44.6 | 32.7 | 39.3 | 46.6 | 68 | 46 | 77.4 | 31.9 | 60.5 | 50.4 |