Multi-task Image Classification on 14 vision tasks
94.3AccuracyIndividual
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IndividualBackbone=ViT-L/142026.06 | 94.3 | — | |
| ReTeXBackbone=ViT-L/142026.06 | 93.5 | 99.1 | |
| IndividualBackbone=ViT-B/162026.06 | 92.8 | — | |
| ReTeXBackbone=ViT-B/162026.06 | 91.9 | 99 | |
| IndividualBackbone=ViT-B/322026.06 | 90.9 | — | |
| IndividualBackbone=ViT-B/322026.06 | 90.9 | — | |
| ReTeXBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 89.8 | 98.8 | |
| ReTeXBackbone=ViT-B/322026.06 | 89.8 | 98.8 | |
| WEMoEBackbone=ViT-L/142026.06 | 87 | 92.3 | |
| Twin-MergingBackbone=ViT-L/142026.06 | 86.2 | 91.4 | |
| WEMoEBackbone=ViT-B/162026.06 | 85.6 | 92.2 | |
| MoW-MergingBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 83.2 | 91.5 | |
| MoW-MergingBackbone=ViT-B/322026.06 | 83.2 | 91.5 | |
| WEMoEBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 83.1 | 90.7 | |
| WEMoEBackbone=ViT-B/322026.06 | 83.1 | 91.4 | |
| AdaMergingBackbone=ViT-L/142026.06 | 82.6 | 87.6 | |
| DaWinBackbone=ViT-L/142026.06 | 82.6 | 87.6 | |
| Consensus TABackbone=ViT-L/142026.06 | 82.2 | 87.2 | |
| Task ArithmeticBackbone=ViT-L/142026.06 | 79.4 | 84.2 | |
| MoW-MergingBackbone=ViT-B/162026.06 | 79.3 | 85.4 | |
| MoW-MergingBackbone=ViT-L/142026.06 | 78.8 | 83.6 | |
| Twin-MergingBackbone=ViT-B/162026.06 | 78.4 | 84.5 | |
| DaWinBackbone=ViT-B/162026.06 | 77.8 | 83.8 | |
| TIES-MergingBackbone=ViT-L/142026.06 | 77.3 | 82 | |
| Weight AveragingBackbone=ViT-L/142026.06 | 76.7 | 81.3 | |
| Consensus TABackbone=ViT-B/162026.06 | 74.4 | 80.2 | |
| DaWinBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 73.8 | 80.3 | |
| DaWinBackbone=ViT-B/322026.06 | 73.8 | 81.2 | |
| AdaMergingBackbone=ViT-B/162026.06 | 73.8 | 79.5 | |
| AdaMergingBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 70.5 | 77.3 | |
| AdaMergingBackbone=ViT-B/322026.06 | 70.5 | 77.5 | |
| Task ArithmeticBackbone=ViT-B/162026.06 | 70.5 | 76 | |
| Consensus TABackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 70.4 | 77.4 | |
| Consensus TABackbone=ViT-B/322026.06 | 70.4 | 77.4 | |
| TIES-MergingBackbone=ViT-B/162026.06 | 70.1 | 75.5 | |
| Twin-MergingBackbone=ViT-B/32, Merging Type=Dynamic model merging2026.06 | 70 | 76.7 | |
| Twin-MergingBackbone=ViT-B/322026.06 | 70 | 77 | |
| Weight AveragingBackbone=ViT-B/162026.06 | 69.5 | 74.9 | |
| Zero-shotBackbone=ViT-L/142026.06 | 68.2 | — | |
| Task ArithmeticBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 65.3 | 72 | |
| Task ArithmeticBackbone=ViT-B/322026.06 | 65.3 | 71.8 | |
| TIES-MergingBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 65.1 | 71.9 | |
| TIES-MergingBackbone=ViT-B/322026.06 | 65.1 | 71.6 | |
| Weight AveragingBackbone=ViT-B/32, Merging Type=Static model merging2026.06 | 64.3 | 71.1 | |
| Weight AveragingBackbone=ViT-B/322026.06 | 64.3 | 70.7 | |
| Zero-shotBackbone=ViT-B/162026.06 | 61.3 | — | |
| Zero-shotBackbone=ViT-B/322026.06 | 57.2 | — | |
| Zero-shotBackbone=ViT-B/322026.06 | 57.2 | — |