Image Classification on Vision Datasets (14 tasks) 1.0 (test)
93.4Average AccuracyIso-CTS+AdaRank
Evaluation results
| Method | Links | |
|---|---|---|
| Iso-CTS+AdaRankBackbone=ViT-L/142025.03 | 93.4 | |
| IndividualBackbone=ViT-L/142025.03 | 93.3 | |
| Iso-CTS+AdaMergingBackbone=ViT-L/142025.03 | 92.5 | |
| TSV-M+AdaRankBackbone=ViT-L/142025.03 | 92.1 | |
| CART+AdaRankBackbone=ViT-L/142025.03 | 91.4 | |
| TSV-M+AdaMergingBackbone=ViT-L/142025.03 | 90.6 | |
| CART+AdaMergingBackbone=ViT-L/142025.03 | 90.4 | |
| IndividualBackbone=ViT-B/322025.03 | 90.3 | |
| Iso-CTSBackbone=ViT-L/142025.03 | 90.2 | |
| TA+AdaRankBackbone=ViT-L/142025.03 | 89.4 | |
| MDA TABackbone=ViT-L/142025.11 | 89.2 | |
| ISO-CLS TABackbone=ViT-L/142025.11 | 89 | |
| TSV-MBackbone=ViT-L/142025.03 | 88.3 | |
| TSV TABackbone=ViT-L/142025.11 | 88.2 | |
| ISO TABackbone=ViT-L/142025.11 | 88 | |
| CARTBackbone=ViT-L/142025.03 | 88 | |
| TA+AdaMergingBackbone=ViT-L/142025.03 | 88 | |
| DOGE TABackbone=ViT-L/142025.11 | 87.1 | |
| TSV-M+AdaRankBackbone=ViT-B/322025.03 | 86.9 | |
| Iso-CTS+AdaRankBackbone=ViT-B/322025.03 | 86.8 | |
| CART+AdaRankBackbone=ViT-B/322025.03 | 86.2 | |
| ISO-CLS TABackbone=ViT-B/162025.11 | 85.8 | |
| MDA TABackbone=ViT-B/162025.11 | 85.8 | |
| Iso-CTS+AdaMergingBackbone=ViT-B/322025.03 | 85.4 | |
| ISO TABackbone=ViT-B/162025.11 | 84.6 | |
| TSV TABackbone=ViT-B/162025.11 | 84.5 | |
| TSV-M+AdaMergingBackbone=ViT-B/322025.03 | 84.5 | |
| CART+AdaMergingBackbone=ViT-B/322025.03 | 82.3 | |
| Consensus TABackbone=ViT-L/142025.11 | 82.2 | |
| DOGE TABackbone=ViT-B/162025.11 | 82.1 | |
| TA+AdaRankBackbone=ViT-B/322025.03 | 82.1 | |
| Consensus MergingBackbone=ViT-L/142025.03 | 81.9 | |
| Consensus TIESBackbone=ViT-L/142025.11 | 81.5 | |
| MDA TABackbone=ViT-B/322025.11 | 81.4 | |
| Iso-CTSBackbone=ViT-B/322025.03 | 80.6 | |
| TSV TABackbone=ViT-B/322025.11 | 79.8 | |
| ISO-CLS TABackbone=ViT-B/322025.11 | 79.7 | |
| Task Arithmetic (TA)Backbone=ViT-L/142025.03 | 79.6 | |
| Ties-MergingBackbone=ViT-L/142025.11 | 79.5 | |
| Ties-MergingBackbone=ViT-L/142025.03 | 79.5 | |
| TSV-MBackbone=ViT-B/322025.03 | 79.5 | |
| CARTBackbone=ViT-B/322025.03 | 79.5 | |
| Task ArithmeticBackbone=ViT-L/142025.11 | 79.3 | |
| ISO TABackbone=ViT-B/322025.11 | 78.9 | |
| DOGE TABackbone=ViT-B/322025.11 | 77.9 | |
| Weight AveragingBackbone=ViT-L/142025.03 | 76.8 | |
| TA+AdaMergingBackbone=ViT-B/322025.03 | 76.7 | |
| Weight averagingBackbone=ViT-L/142025.11 | 76.6 | |
| Consensus TIESBackbone=ViT-B/162025.11 | 75.3 | |
| Consensus TABackbone=ViT-B/162025.11 | 74.5 | |
| Ties-MergingBackbone=ViT-B/162025.11 | 73.3 | |
| Task ArithmeticBackbone=ViT-B/162025.11 | 70.6 | |
| Consensus TABackbone=ViT-B/322025.11 | 70.4 | |
| Consensus MergingBackbone=ViT-B/322025.03 | 70 | |
| Weight averagingBackbone=ViT-B/162025.11 | 69.3 | |
| PretrainedBackbone=ViT-L/142025.03 | 68.4 | |
| Pre-trainedBackbone=ViT-L/142025.11 | 68 | |
| Ties-MergingBackbone=ViT-B/322025.11 | 68 | |
| Consensus TIESBackbone=ViT-B/322025.11 | 67.7 | |
| Task ArithmeticBackbone=ViT-B/322025.11 | 65.4 | |
| Task Arithmetic (TA)Backbone=ViT-B/322025.03 | 65.4 | |
| Ties-MergingBackbone=ViT-B/322025.03 | 65.2 | |
| Weight averagingBackbone=ViT-B/322025.11 | 64.4 | |
| Weight AveragingBackbone=ViT-B/322025.03 | 64.3 | |
| Pre-trainedBackbone=ViT-B/162025.11 | 61.3 | |
| PretrainedBackbone=ViT-B/322025.03 | 59.6 | |
| Pre-trainedBackbone=ViT-B/322025.11 | 57.3 |