Vision Model Merging on 14 Tasks (FFT)
94.29Average Absolute AccuracyIndividual
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IndividualBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 94.29 | — | |
| IndividualBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 92.76 | — | |
| DC-MergeBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 91.01 | 96.43 | |
| Iso-CTSBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 90.98 | 96.28 | |
| IndividualBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 90.88 | — | |
| TSV-MBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 89.17 | 94.43 | |
| DC-MergeBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 87.06 | 93.7 | |
| Iso-CTSBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 86.4 | 92.81 | |
| TSV-MBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 84.58 | 91.01 | |
| DC-MergeBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 82.52 | 90.62 | |
| Consensus TABackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 82.22 | 86.94 | |
| Iso-CTSBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 81.71 | 89.7 | |
| TSV-MBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 80.06 | 87.88 | |
| TIES-MergingBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 79.46 | 84.05 | |
| Task ArithmeticBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 79.41 | 83.95 | |
| Weight AveragingBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 76.73 | 81.1 | |
| Consensus TABackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 74.39 | 79.92 | |
| TIES-MergingBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 73.22 | 78.73 | |
| Task ArithmeticBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 70.52 | 75.89 | |
| Consensus TABackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 70.39 | 77.36 | |
| Weight AveragingBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 69.46 | 74.82 | |
| TIES-MergingBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 68.02 | 74.83 | |
| Task ArithmeticBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 65.32 | 72.09 | |
| Weight AveragingBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 64.34 | 71.12 |