Image Classification on SAR SatMAE transfer
40.6Head AccuracyLoRA + MetaPEFT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LoRA + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 40.6 | 74.2 | |
| LoRACategory=Additive2026.03 | 40 | 72.1 | |
| VPT-ShallowCategory=Non-additive2026.03 | 39.8 | 68.4 | |
| AdapterCategory=Additive2026.03 | 37.9 | 75.8 | |
| Adapter + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 37.7 | 76 | |
| AdaptFormer + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 35.5 | 76.4 | |
| AdaptFormerCategory=Additive2026.03 | 35.3 | 76.7 | |
| BitFitCategory=Non-additive2026.03 | 32.1 | 74.7 | |
| VPT-DeepCategory=Non-additive2026.03 | 30.6 | 50 |