Image Classification on 14 tasks collection
93.4Average Absolute AccuracyFinetuned
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FinetunedBackbone=ViT-L-142025.04 | 93.4 | 100 | |
| FinetunedBackbone=ViT-B-162025.04 | 91.3 | 100 | |
| Iso-CTSBackbone=ViT-L-142025.04 | 91.1 | 97.4 | |
| MASSBackbone=ViT-L-142025.04 | 90.9 | 97.3 | |
| Iso-CBackbone=ViT-L-142025.04 | 89.6 | 95.8 | |
| FinetunedBackbone=ViT-B-322025.04 | 89 | 100 | |
| TSV-MBackbone=ViT-L-142025.04 | 88.8 | 94.9 | |
| MASSBackbone=ViT-B-162025.04 | 87.8 | 96.1 | |
| SMILE-2Backbone=ViT-L-142025.04 | 87.1 | 93.4 | |
| SMILE-1Backbone=ViT-L-142025.04 | 86.6 | 92.7 | |
| Iso-CTSBackbone=ViT-B-162025.04 | 84.1 | 91.8 | |
| MASSBackbone=ViT-B-322025.04 | 82.9 | 93.2 | |
| SMILE-2Backbone=ViT-B-162025.04 | 82.7 | 90.7 | |
| Consensus TABackbone=ViT-L-142025.04 | 82 | 87.6 | |
| SMILE-1Backbone=ViT-B-162025.04 | 81.7 | 89.5 | |
| TSV-MBackbone=ViT-B-162025.04 | 81.4 | 88.8 | |
| Iso-CTSBackbone=ViT-B-322025.04 | 80.6 | 90.4 | |
| Task ArithmeticBackbone=ViT-L-142025.04 | 80.4 | 85.8 | |
| Iso-CBackbone=ViT-B-162025.04 | 79.8 | 87 | |
| TSV-MBackbone=ViT-B-322025.04 | 78.6 | 88 | |
| Weight AveragingBackbone=ViT-L-142025.04 | 78.5 | 83.8 | |
| Iso-CBackbone=ViT-B-322025.04 | 78.4 | 88 | |
| WeMoEBackbone=ViT-B-162025.04 | 76.6 | 83.2 | |
| SMILE-2Backbone=ViT-B-322025.04 | 76.4 | 85.6 | |
| SMILE-1Backbone=ViT-B-322025.04 | 75.4 | 84.5 | |
| Consensus TABackbone=ViT-B-162025.04 | 74.9 | 81.7 | |
| WeMoEBackbone=ViT-B-322025.04 | 74.3 | 82.8 | |
| WeMoEBackbone=ViT-L-142025.04 | 72.3 | 76.8 | |
| Weight AveragingBackbone=ViT-B-162025.04 | 70.8 | 77.3 | |
| Task ArithmeticBackbone=ViT-B-162025.04 | 70.6 | 77 | |
| Consensus TABackbone=ViT-B-322025.04 | 70.3 | 78.9 | |
| ZeroshotBackbone=ViT-L-142025.04 | 69.1 | 73.8 | |
| Weight AveragingBackbone=ViT-B-322025.04 | 65.5 | 73.8 | |
| Task ArithmeticBackbone=ViT-B-322025.04 | 64.6 | 72.5 | |
| ZeroshotBackbone=ViT-B-162025.04 | 61.9 | 67.9 | |
| ZeroshotBackbone=ViT-B-322025.04 | 56.9 | 64.5 |