Vision Model Merging on Vision Model Merging 8 tasks FFT
95.81Average Absolute AccuracyIndividual
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IndividualBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 95.81 | — | |
| Iso-CTSBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 94.69 | 98.81 | |
| IndividualBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 94.64 | — | |
| DC-MergeBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 94.31 | 98.38 | |
| TSV-MBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 92.98 | 96.98 | |
| IndividualBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 92.83 | — | |
| Iso-CTSBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 90.91 | 95.95 | |
| DC-MergeBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 90.78 | 95.83 | |
| TSV-MBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 89.01 | 93.94 | |
| DC-MergeBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 87.05 | 93.55 | |
| TIES-MergingBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 86.88 | 90.69 | |
| Consensus TABackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 86.34 | 90.08 | |
| Iso-CTSBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 86.2 | 91.78 | |
| TSV-MBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 85.86 | 92.31 | |
| Task ArithmeticBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 84.93 | 88.65 | |
| TIES-MergingBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 79.74 | 84.34 | |
| Weight AveragingBackbone=ViT-L-14, Fine-tuning setting=FFT2026.03 | 79.56 | 83.15 | |
| Consensus TABackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 79.39 | 83.86 | |
| Task ArithmeticBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 75.41 | 79.58 | |
| TIES-MergingBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 75.09 | 81.08 | |
| Consensus TABackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 75.03 | 80.84 | |
| Weight AveragingBackbone=ViT-B-16, Fine-tuning setting=FFT2026.03 | 72.22 | 76.6 | |
| Task ArithmeticBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 70.79 | 76.55 | |
| Weight AveragingBackbone=ViT-B-32, Fine-tuning setting=FFT2026.03 | 66.34 | 72.13 |