Vision Model Merging on Vision Model Merging 20 tasks FFT
94.73Absolute AccuracyIndividual
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IndividualBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 94.73 | — | |
| IndividualBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 93.17 | — | |
| IndividualBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 91.37 | — | |
| DC-MergeBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 90.51 | 95.43 | |
| Iso-CTSBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 90.05 | 94.88 | |
| TSV-MBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 87.72 | 92.5 | |
| DC-MergeBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 84.57 | 90.76 | |
| Iso-CTSBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 82.38 | 88.36 | |
| DC-MergeBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 80.58 | 88.18 | |
| TSV-MBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 80.57 | 86.45 | |
| Consensus TABackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 79 | 83.22 | |
| Iso-CTSBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 78.05 | 85.48 | |
| TSV-MBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 77.07 | 84.29 | |
| TIES-MergingBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 75.71 | 79.8 | |
| Task ArithmeticBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 74.01 | 78.07 | |
| Weight AveragingBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 71.6 | 75.6 | |
| Consensus TABackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 69.76 | 74.93 | |
| TIES-MergingBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 68.18 | 73.26 | |
| Task ArithmeticBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 65.78 | 70.76 | |
| Consensus TABackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 65.43 | 71.98 | |
| Weight AveragingBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 65.31 | 70.36 | |
| TIES-MergingBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 63.38 | 69.9 | |
| Weight AveragingBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 61.04 | 67.53 | |
| Task ArithmeticBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 60.52 | 66.79 |