Image Classification on Cars MTIL order-II
88.1Average Score (%)KeepLoRA++cls
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| KeepLoRA++clsArch. Kept=✗, w/o Extra Data=✓2026.06 | 88.1 | — | 87.8 | |
| KeepLoRA++Arch. Kept=✓, w/o Extra Data=✓2026.06 | 85.7 | — | 84.3 | |
| MoE-AdaptersArch. Kept=✗, w/o Extra Data=✗2026.06 | 84.9 | — | 49.8 | |
| InfLoRAArch. Kept=✓, w/o Extra Data=✓2026.06 | 84 | — | 82.4 | |
| IAPArch. Kept=✗, w/o Extra Data=✓2026.06 | 82.5 | — | 46.8 | |
| DIKIArch. Kept=✗, w/o Extra Data=✓2026.06 | 81.9 | — | 45.4 | |
| ZSCLArch. Kept=✓, w/o Extra Data=✗2026.06 | 81.7 | — | 78.2 | |
| L2PArch. Kept=✗, w/o Extra Data=✓2026.06 | 80.1 | — | 80.1 | |
| S-PromptsArch. Kept=✗, w/o Extra Data=✓2026.06 | 79.2 | — | 79.2 | |
| DualPromptArch. Kept=✗, w/o Extra Data=✓2026.06 | 78.6 | — | 78.6 | |
| O-LoRAArch. Kept=✓, w/o Extra Data=✓2026.06 | 78.5 | — | 70.3 | |
| SD-LoRAArch. Kept=✓, w/o Extra Data=✓2026.06 | 76.8 | — | 72.3 | |
| WiSE-FTArch. Kept=✓, w/o Extra Data=✗2026.06 | 52.6 | — | 35.6 | |
| iCaRLArch. Kept=✓, w/o Extra Data=✗2026.06 | 52 | — | 46 | |
| LwFArch. Kept=✓, w/o Extra Data=✗2026.06 | 49 | — | 34.6 | |
| LwF-VRArch. Kept=✓, w/o Extra Data=✗2026.06 | 44.9 | — | 27.4 | |
| Zero-shotArch. Kept=✓, w/o Extra Data=✓2026.06 | — | 64.7 | — |