Image Classification on Vision Task Mixture Unseen Tasks 4-task (test)
64.61Accuracy (CIFAR100)Zeroshot
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ZeroshotBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 64.61 | 66.18 | 87.74 | 96.77 | 78.83 | |
| DC-MergeBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 56.9 | 61.44 | 85.08 | 96 | 74.86 | |
| Iso-CTSBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 52.64 | 60.14 | 84.37 | 95.67 | 73.21 | |
| TSV-MBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 51.13 | 61.87 | 84.33 | 96.27 | 73.4 | |
| KnOTS-TIESBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 47.21 | 62.11 | 82.97 | 96.03 | 72.08 | |
| WUDI-MergingBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 46.81 | 62.05 | 82.46 | 96.19 | 71.89 | |
| Task ArithmeticBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 43.83 | 62.3 | 82.12 | 96.14 | 71.1 |