Image Classification on iNat IN21K transfer 2018
70.2Head AccuracyLoRA + MetaPEFT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoRA + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 70.2 | 78.6 | 79.3 | |
| LoRACategory=Additive2026.03 | 69.1 | 77.3 | 78.5 | |
| AdaptFormerCategory=Additive2026.03 | 68.7 | 76.7 | 78 | |
| AdaptFormer + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 68.7 | 76.6 | 78.2 | |
| Adapter + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 68.2 | 76.9 | 78.1 | |
| AdapterCategory=Additive2026.03 | 67.9 | 76.8 | 77.7 | |
| VPT-DeepCategory=Non-additive2026.03 | 64.9 | 74.2 | 75.9 | |
| BitFitCategory=Non-additive2026.03 | 57.6 | 67.3 | 68.4 | |
| VPT-ShallowCategory=Non-additive2026.03 | 57.5 | 65.5 | 65.9 |