Image Classification on 14 Tasks Merge
94.3Average AccuracyFine-tuned
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Fine-tunedBackbone=ViT-L/142026.02 | 94.3 | — | |
| Fine-tunedBackbone=ViT-L/142026.02 | 94.3 | — | |
| Fine-tunedBackbone=ViT-B/162026.02 | 92.8 | — | |
| Fine-tunedBackbone=ViT-B/162026.02 | 92.8 | — | |
| ESMBackbone=ViT-L/142026.02 | 91.3 | 96.8 | |
| ISO-CTS/LARVBackbone=ViT-L/142026.02 | 91.1 | — | |
| Iso-CTSBackbone=ViT-L/142026.02 | 91 | 96.3 | |
| Fine-tunedBackbone=ViT-B/322026.02 | 90.9 | — | |
| Fine-tunedBackbone=ViT-B/322026.02 | 90.9 | — | |
| ISO-C/LARVBackbone=ViT-L/142026.02 | 90.5 | — | |
| TSV-M/LARVBackbone=ViT-L/142026.02 | 89.8 | — | |
| Iso-CBackbone=ViT-L/142026.02 | 89.3 | 94.5 | |
| TSV-MBackbone=ViT-L/142026.02 | 89.2 | 94.4 | |
| ESMBackbone=ViT-B/162026.02 | 87.4 | 94.1 | |
| Iso-CTSBackbone=ViT-B/162026.02 | 86.4 | 92.8 | |
| ISO-CTS/LARVBackbone=ViT-B/162026.02 | 86.1 | — | |
| Iso-CBackbone=ViT-B/162026.02 | 84.8 | 91.1 | |
| TSV-MBackbone=ViT-B/162026.02 | 84.6 | 91 | |
| ISO-C/LARVBackbone=ViT-B/162026.02 | 84.3 | — | |
| TSV-M/LARVBackbone=ViT-B/162026.02 | 84.2 | — | |
| TIES/LARVBackbone=ViT-L/142026.02 | 83.7 | — | |
| ESMBackbone=ViT-B/322026.02 | 83.7 | 92 | |
| ISO-CTS/LARVBackbone=ViT-B/322026.02 | 82.4 | — | |
| Consensus TABackbone=ViT-L/142026.02 | 82.2 | 86.9 | |
| Iso-CTSBackbone=ViT-B/322026.02 | 81.7 | 89.7 | |
| ISO-C/LARVBackbone=ViT-B/322026.02 | 81.2 | — | |
| TSV-M/LARVBackbone=ViT-B/322026.02 | 81.2 | — | |
| Iso-CBackbone=ViT-B/322026.02 | 80.3 | 88.1 | |
| TSV-MBackbone=ViT-B/322026.02 | 80.1 | 87.9 | |
| TIES-MergingBackbone=ViT-L/142026.02 | 79.5 | 84.1 | |
| Task ArithmeticBackbone=ViT-L/142026.02 | 79.4 | 84 | |
| TIES/LARVBackbone=ViT-B/162026.02 | 77.3 | — | |
| Weight AveragingBackbone=ViT-L/142026.02 | 76.7 | 81.1 | |
| TA/LARVBackbone=ViT-L/142026.02 | 76.3 | — | |
| Consensus TABackbone=ViT-B/162026.02 | 74.4 | 79.9 | |
| TIES/LARVBackbone=ViT-B/322026.02 | 73.6 | — | |
| TA/LARVBackbone=ViT-B/162026.02 | 73.3 | — | |
| TIES-MergingBackbone=ViT-B/162026.02 | 73.2 | 78.7 | |
| Task ArithmeticBackbone=ViT-B/162026.02 | 70.5 | 75.9 | |
| Consensus TABackbone=ViT-B/322026.02 | 70.4 | 77.4 | |
| Weight AveragingBackbone=ViT-B/162026.02 | 69.5 | 74.8 | |
| PretrainedBackbone=ViT-L/142026.02 | 68.2 | — | |
| Zero-shotBackbone=ViT-L/142026.02 | 68.2 | — | |
| TIES-MergingBackbone=ViT-B/322026.02 | 68 | 74.8 | |
| TA/LARVBackbone=ViT-B/322026.02 | 65.8 | — | |
| Task ArithmeticBackbone=ViT-B/322026.02 | 65.3 | 72.1 | |
| Weight AveragingBackbone=ViT-B/322026.02 | 64.3 | 71.1 | |
| PretrainedBackbone=ViT-B/162026.02 | 61.3 | — | |
| Zero-shotBackbone=ViT-B/162026.02 | 61.3 | — | |
| PretrainedBackbone=ViT-B/322026.02 | 57.2 | — | |
| Zero-shotBackbone=ViT-B/322026.02 | 57.2 | — |