Image Classification on 8 tasks collection
94.2Average Absolute AccuracyFinetuned
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FinetunedBackbone=ViT-L-142025.04 | 94.2 | 100 | |
| MASSBackbone=ViT-L-142025.04 | 92.9 | 98.6 | |
| Iso-CTSBackbone=ViT-L-142025.04 | 92.8 | 98.5 | |
| Iso-CBackbone=ViT-L-142025.04 | 92.6 | 98.2 | |
| FinetunedBackbone=ViT-B-162025.04 | 92.4 | 100 | |
| SMILE-2Backbone=ViT-L-142025.04 | 92 | 97.6 | |
| TSV-MBackbone=ViT-L-142025.04 | 91.2 | 96.7 | |
| SMILE-1Backbone=ViT-L-142025.04 | 91.2 | 96.7 | |
| MASSBackbone=ViT-B-162025.04 | 90.6 | 98 | |
| FinetunedBackbone=ViT-B-322025.04 | 90.3 | 100 | |
| WeMoEBackbone=ViT-B-162025.04 | 89.1 | 96.4 | |
| SMILE-2Backbone=ViT-B-162025.04 | 89 | 96.2 | |
| WeMoEBackbone=ViT-B-322025.04 | 88.8 | 97.5 | |
| Iso-CTSBackbone=ViT-B-162025.04 | 88.7 | 95.9 | |
| WeMoEBackbone=ViT-L-142025.04 | 88.7 | 94.2 | |
| SMILE-1Backbone=ViT-B-162025.04 | 87.8 | 94.9 | |
| Iso-CBackbone=ViT-B-162025.04 | 87.5 | 94.4 | |
| MASSBackbone=ViT-B-322025.04 | 87 | 96.5 | |
| TSV-MBackbone=ViT-B-162025.04 | 85.5 | 92.2 | |
| Consensus TABackbone=ViT-L-142025.04 | 85.5 | 90.5 | |
| SMILE-2Backbone=ViT-B-322025.04 | 84.4 | 93.5 | |
| Task ArithmeticBackbone=ViT-L-142025.04 | 84.4 | 89.3 | |
| TSV-MBackbone=ViT-B-322025.04 | 83.2 | 91.8 | |
| SMILE-1Backbone=ViT-B-322025.04 | 83.2 | 92.1 | |
| Iso-CBackbone=ViT-B-322025.04 | 82.8 | 91.7 | |
| Iso-CTSBackbone=ViT-B-322025.04 | 82 | 90.9 | |
| Weight AveragingBackbone=ViT-L-142025.04 | 80.5 | 85.2 | |
| Consensus TABackbone=ViT-B-162025.04 | 75.9 | 81.7 | |
| Weight AveragingBackbone=ViT-B-162025.04 | 73 | 78.8 | |
| Task ArithmeticBackbone=ViT-B-162025.04 | 73 | 78.3 | |
| Consensus TABackbone=ViT-B-322025.04 | 72.6 | 80.1 | |
| Task ArithmeticBackbone=ViT-B-322025.04 | 68.8 | 75.7 | |
| Weight AveragingBackbone=ViT-B-322025.04 | 67.1 | 74.6 | |
| ZeroshotBackbone=ViT-L-142025.04 | 64.9 | 69.2 | |
| ZeroshotBackbone=ViT-B-162025.04 | 55.3 | 60.6 | |
| ZeroshotBackbone=ViT-B-322025.04 | 48.1 | 54.8 |