Multi-task Image Classification on 8 vision tasks
95.9AccuracyIndividual
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IndividualBackbone=ViT-L/142026.06 | 95.9 | — | |
| ReTeXBackbone=ViT-L/142026.06 | 95.4 | 99.5 | |
| MoW-MergingBackbone=ViT-L/142026.06 | 94.9 | 99 | |
| WEMoEBackbone=ViT-L/142026.06 | 94.8 | 98.8 | |
| IndividualBackbone=ViT-B/162026.06 | 94.7 | — | |
| ReTeXBackbone=ViT-B/162026.06 | 94.2 | 99.4 | |
| MoW-MergingBackbone=ViT-B/162026.06 | 93.7 | 98.9 | |
| Twin-MergingBackbone=ViT-L/142026.06 | 93.7 | 97.7 | |
| WEMoEBackbone=ViT-B/162026.06 | 93.1 | 98.2 | |
| IndividualBackbone=ViT-B/322026.06 | 92.9 | — | |
| IndividualBackbone=ViT-B/322026.06 | 92.9 | — | |
| ReTeXBackbone=ViT-B/322026.06 | 92.2 | 99.3 | |
| ReTeXBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 92 | 99.1 | |
| DaWinBackbone=ViT-L/142026.06 | 91.6 | 95.5 | |
| Twin-MergingBackbone=ViT-B/162026.06 | 91.4 | 96.5 | |
| WEMoEBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 90.4 | 97.3 | |
| WEMoEBackbone=ViT-B/322026.06 | 90.4 | 97.3 | |
| DaWinBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 89 | 95.3 | |
| DaWinBackbone=ViT-B/322026.06 | 89 | 95.8 | |
| MoW-MergingBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 88.1 | 94.8 | |
| MoW-MergingBackbone=ViT-B/322026.06 | 88.1 | 94.8 | |
| AdaMergingBackbone=ViT-L/142026.06 | 87.4 | 91.1 | |
| DaWinBackbone=ViT-B/162026.06 | 87.1 | 91.9 | |
| Consensus TABackbone=ViT-L/142026.06 | 86.3 | 90 | |
| TIES-MergingBackbone=ViT-L/142026.06 | 85.8 | 89.5 | |
| Task ArithmeticBackbone=ViT-L/142026.06 | 85 | 88.6 | |
| Twin-MergingBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 84 | 90.3 | |
| Twin-MergingBackbone=ViT-B/322026.06 | 84 | 90.4 | |
| Weight AveragingBackbone=ViT-L/142026.06 | 79.6 | 83 | |
| AdaMergingBackbone=ViT-B/162026.06 | 79.5 | 83.9 | |
| TIES-MergingBackbone=ViT-B/162026.06 | 79.4 | 83.8 | |
| Consensus TABackbone=ViT-B/162026.06 | 79.4 | 83.9 | |
| AdaMergingBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 75.9 | 81.7 | |
| AdaMergingBackbone=ViT-B/322026.06 | 75.9 | 81.7 | |
| Task ArithmeticBackbone=ViT-B/162026.06 | 75.9 | 80.1 | |
| Consensus TABackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 75 | 80.8 | |
| Consensus TABackbone=ViT-B/322026.06 | 75 | 80.7 | |
| TIES-MergingBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 74.5 | 80.3 | |
| TIES-MergingBackbone=ViT-B/322026.06 | 74.5 | 80.2 | |
| Weight AveragingBackbone=ViT-B/162026.06 | 72.2 | 76.2 | |
| Task ArithmeticBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 70.6 | 76.3 | |
| Task ArithmeticBackbone=ViT-B/322026.06 | 70.6 | 76 | |
| Weight AveragingBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 66.3 | 72.1 | |
| Weight AveragingBackbone=ViT-B/322026.06 | 66.3 | 71.4 | |
| Zero-shotBackbone=ViT-L/142026.06 | 64.7 | — | |
| Zero-shotBackbone=ViT-B/162026.06 | 55.3 | — | |
| Zero-shotBackbone=ViT-B/322026.06 | 48.3 | — | |
| Zero-shotBackbone=ViT-B/322026.06 | 48.3 | — |