Image Classification on 8-Task Benchmark (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (seen)
89.18Accuracy (Cars)Individual
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| IndividualBackbone=ViT-L-14, Setting=LoRA2026.03 | 89.18 | 77.93 | 98.44 | 99.11 | 99.28 | 96.95 | 80.49 | 97.53 | 92.36 | |
| DC-MergeBackbone=ViT-L-14, Setting=LoRA2026.03 | 83.17 | 68.35 | 84.78 | 88.48 | 97.06 | 86.84 | 71.78 | 80.45 | 82.61 | |
| TSV-MBackbone=ViT-L-14, Setting=LoRA2026.03 | 82.53 | 62.61 | 75.74 | 75.12 | 88.74 | 82.52 | 70.32 | 74.61 | 76.52 | |
| Iso-CTSBackbone=ViT-L-14, Setting=LoRA2026.03 | 81.74 | 67.34 | 84.56 | 88.03 | 96.96 | 86.44 | 69.53 | 78.5 | 81.64 | |
| KnOTS-TIESBackbone=ViT-L-14, Setting=LoRA2026.03 | 81.39 | 60.53 | 71.22 | 65.98 | 89.48 | 79.48 | 69.41 | 71.36 | 73.61 | |
| WUDI-MergingBackbone=ViT-L-14, Setting=LoRA2026.03 | 79.62 | 58.19 | 66.56 | 57.26 | 85.03 | 76.51 | 68.59 | 66.49 | 69.78 | |
| Task ArithmeticBackbone=ViT-L-14, Setting=LoRA2026.03 | 79.01 | 57.39 | 66.07 | 55.72 | 80.15 | 74.25 | 68.9 | 64.85 | 68.29 | |
| ZeroshotBackbone=ViT-L-14, Setting=LoRA2026.03 | 77.94 | 55.64 | 64.68 | 50.68 | 76.16 | 71.33 | 68.34 | 58.58 | 65.42 |