Image Classification on 8 Vision Benchmarks Aggregate
74.592Aggregate AccuracyPaRaMS*
Evaluation results
| Method | Links | |
|---|---|---|
| PaRaMS*Backbone=ViT-L/14, Merging Method=TSV, Merging Space=Core2026.01 | 74.592 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TSV, Merging Space=Core2026.01 | 74.565 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TSV, Merging Space=Core2026.01 | 74.097 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TSV, Merging Space=Full2026.01 | 72.411 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TSV, Merging Space=Full2026.01 | 72.15 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TSV, Merging Space=Full2026.01 | 71.985 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 69.87 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 69.631 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 69.596 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TIES, Merging Space=KnOTS2026.01 | 69.583 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TIES, Merging Space=KnOTS2026.01 | 69.581 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 69.302 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TIES, Merging Space=Core2026.01 | 69.287 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TIES, Merging Space=Core2026.01 | 69.229 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 69.215 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TIES, Merging Space=KnOTS2026.01 | 68.879 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TIES, Merging Space=Core2026.01 | 68.825 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 68.779 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 67.97 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 67.915 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TIES, Merging Space=Full2026.01 | 67.909 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 67.877 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TIES, Merging Space=Full2026.01 | 67.875 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TIES, Merging Space=Full2026.01 | 67.821 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TSV, Merging Space=KnOTS2026.01 | 66.74 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TSV, Merging Space=KnOTS2026.01 | 66.725 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TSV, Merging Space=KnOTS2026.01 | 66.355 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=CART, Merging Space=Core2026.01 | 66.231 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=CART, Merging Space=Core2026.01 | 66.185 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TSV, Merging Space=Core2026.01 | 65.836 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=CART, Merging Space=Core2026.01 | 65.825 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TSV, Merging Space=Full2026.01 | 65.133 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=CART, Merging Space=KnOTS2026.01 | 65.014 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=CART, Merging Space=KnOTS2026.01 | 65.012 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=CART, Merging Space=KnOTS2026.01 | 64.811 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=CART, Merging Space=Full2026.01 | 64.399 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=CART, Merging Space=Full2026.01 | 64.358 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=CART, Merging Space=Full2026.01 | 64.262 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TIES, Merging Space=Core2026.01 | 63.601 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 63.573 | |
| PaRaMS*Backbone=ViT-L/14, Merging Method=TA, Merging Space=Full2026.01 | 62.926 | |
| UnprotectedBackbone=ViT-L/14, Merging Method=TA, Merging Space=Full2026.01 | 62.914 | |
| PaRaMS†Backbone=ViT-L/14, Merging Method=TA, Merging Space=Full2026.01 | 62.826 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=CART, Merging Space=Core2026.01 | 61.215 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TSV, Merging Space=KnOTS2026.01 | 60.351 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 60.305 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TIES, Merging Space=KnOTS2026.01 | 60.201 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=CART, Merging Space=Full2026.01 | 60.069 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=CART, Merging Space=KnOTS2026.01 | 59.997 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 59.62 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TIES, Merging Space=Full2026.01 | 59.603 | |
| TRAP2Backbone=ViT-L/14, Merging Method=CART, Merging Space=Core2026.01 | 59.514 | |
| TRAP2Backbone=ViT-L/14, Merging Method=CART, Merging Space=Full2026.01 | 58.634 | |
| TRAP2Backbone=ViT-L/14, Merging Method=CART, Merging Space=KnOTS2026.01 | 58.444 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TSV, Merging Space=Core2026.01 | 55.049 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TSV, Merging Space=Core2026.01 | 55.014 | |
| TRAP2Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 54.847 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 54.745 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TSV, Merging Space=Core2026.01 | 54.509 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 54.506 | |
| TRAP2Backbone=ViT-L/14, Merging Method=TIES, Merging Space=Core2026.01 | 54.462 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=Core2026.01 | 54.08 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TIES, Merging Space=Core2026.01 | 53.264 | |
| TRAP2Backbone=ViT-L/14, Merging Method=TIES, Merging Space=Full2026.01 | 53.162 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TIES, Merging Space=Core2026.01 | 53.054 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TIES, Merging Space=Core2026.01 | 53.022 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=CART, Merging Space=Core2026.01 | 51.922 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TSV, Merging Space=Full2026.01 | 51.901 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TSV, Merging Space=Full2026.01 | 51.442 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TSV, Merging Space=Full2026.01 | 51.418 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=CART, Merging Space=Core2026.01 | 51.201 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=CART, Merging Space=Core2026.01 | 50.647 | |
| TRAP2Backbone=ViT-L/14, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 50.63 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 49.926 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TIES, Merging Space=KnOTS2026.01 | 49.925 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=CART, Merging Space=KnOTS2026.01 | 49.908 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TIES, Merging Space=KnOTS2026.01 | 49.872 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 49.872 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=CART, Merging Space=KnOTS2026.01 | 49.85 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TIES, Merging Space=KnOTS2026.01 | 49.847 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=KnOTS2026.01 | 49.801 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=CART, Merging Space=KnOTS2026.01 | 49.791 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=CART, Merging Space=Full2026.01 | 49.663 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=CART, Merging Space=Full2026.01 | 49.553 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=CART, Merging Space=Full2026.01 | 49.418 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TSV, Merging Space=KnOTS2026.01 | 49.249 | |
| UnprotectedBackbone=ConvNeXt, Merging Method=TA, Merging Space=Full2026.01 | 49.203 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TSV, Merging Space=KnOTS2026.01 | 49.202 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TSV, Merging Space=KnOTS2026.01 | 49.033 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 48.329 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TA, Merging Space=Full2026.01 | 48.29 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TA, Merging Space=Full2026.01 | 48.273 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 48.208 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TIES+DARE, Merging Space=Full2026.01 | 48.18 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TA, Merging Space=Full2026.01 | 48.104 | |
| PaRaMS†Backbone=ViT-B/32, Merging Method=TIES, Merging Space=Full2026.01 | 48.078 | |
| PaRaMS*Backbone=ViT-B/32, Merging Method=TIES, Merging Space=Full2026.01 | 48.027 | |
| UnprotectedBackbone=ViT-B/32, Merging Method=TIES, Merging Space=Full2026.01 | 48.02 | |
| TRAP2Backbone=ViT-L/14, Merging Method=TIES, Merging Space=KnOTS2026.01 | 47.749 | |
| TRAP2Backbone=ConvNeXt, Merging Method=CART, Merging Space=Core2026.01 | 47.204 |