Image Classification on 20 Vision Classification Tasks
94.8Average AccuracyFine-tuned
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-tunedBackbone=ViT-L/142026.06 | 94.8 | |
| FinetunedBackbone=ViT-L/142026.03 | 94.7 | |
| IndividualBackbone=ViT-L/142025.03 | 94 | |
| IndividualBackbone=ViT-L/142024.12 | 94 | |
| Iso-CTS+AdaRankBackbone=ViT-L/142025.03 | 93.3 | |
| FinetunedBackbone=ViT-B/162026.03 | 93.2 | |
| SyMergeBackbone=ViT-L/142024.12 | 93.2 | |
| TSV-M+AdaRankBackbone=ViT-L/142025.03 | 92.8 | |
| Fine-tunedBackbone=ViT-B/162026.06 | 92.8 | |
| TSV-C + SiMBackbone=ViT-L/142026.06 | 92.8 | |
| EMR + SiMBackbone=ViT-L/142026.06 | 92.2 | |
| Iso-CTS+AdaMergingBackbone=ViT-L/142025.03 | 92.1 | |
| EMR MergingBackbone=ViT-L/142024.12 | 92 | |
| CART+AdaRankBackbone=ViT-L/142025.03 | 91.8 | |
| TSV-M+AdaMergingBackbone=ViT-L/142025.03 | 91.7 | |
| TM-TA + SiMBackbone=ViT-B/162026.06 | 91.5 | |
| TM-TIES + SiMBackbone=ViT-L/142026.06 | 91.4 | |
| IndividualsBackbone=ViT-B/32, #Params=x202026.05 | 91.37 | |
| CART+AdaMergingBackbone=ViT-L/142025.03 | 91.3 | |
| FinetunedBackbone=ViT-B/322026.03 | 91.3 | |
| Fine-tunedBackbone=ViT-B/322026.06 | 91.3 | |
| TSV-C + SiMBackbone=ViT-B/162026.06 | 91.1 | |
| TALL-Mask+TIESBackbone=ViT-B/32, #Params=x2.52026.05 | 90.91 | |
| DiDi-Merging-MBackbone=ViT-B/32, #Params=x1.42026.05 | 90.84 | |
| TSV-CBackbone=ViT-B/32, #Params=x2.082026.05 | 90.64 | |
| IndividualBackbone=ViT-B/322025.03 | 90.5 | |
| IndividualBackbone=ViT-B/322025.03 | 90.5 | |
| IndividualBackbone=ViT-B/322024.12 | 90.4 | |
| FREE-MergingBackbone=ViT-B/32, #Params=x2.162026.05 | 90.23 | |
| Iso-CTS + RIBackbone=ViT-L/142026.03 | 90.2 | |
| ProbSurgery w/ Ada.Backbone=ViT-L/142024.12 | 90.2 | |
| Iso-CTSBackbone=ViT-L/142026.03 | 90 | |
| Twin-MergingBackbone=ViT-B/32, #Params=x2.252026.05 | 89.97 | |
| Iso-CTSBackbone=ViT-L/142025.03 | 89.6 | |
| TM-TA + SiMBackbone=ViT-B/322026.06 | 89.6 | |
| TM-TA + SiMBackbone=ViT-L/142026.06 | 89.6 | |
| Surgery w/ Ada.Backbone=ViT-L/142024.12 | 89.5 | |
| EMR-MergingBackbone=ViT-B/32, #Params=x42026.05 | 89.48 | |
| TSV-M + RIBackbone=ViT-L/142026.03 | 89.3 | |
| ISO-MergingBackbone=ViT-L/142024.12 | 89.2 | |
| TA+AdaRankBackbone=ViT-L/142025.03 | 89.1 | |
| EMR + SiMBackbone=ViT-B/162026.06 | 89.1 | |
| Iso-C + RIBackbone=ViT-L/142026.03 | 88.6 | |
| SyMergeBackbone=ViT-B/322024.12 | 88.6 | |
| TSV-C + SiMBackbone=ViT-B/322026.06 | 88.6 | |
| CARTBackbone=ViT-L/142025.03 | 87.9 | |
| WUDI + RIBackbone=ViT-L/142026.03 | 87.7 | |
| Iso-CBackbone=ViT-L/142026.03 | 87.7 | |
| TSV-MBackbone=ViT-L/142026.03 | 87.7 | |
| TSV-MBackbone=ViT-L/142026.06 | 87.7 | |
| Iso-CBackbone=ViT-L/142026.06 | 87.7 | |
| TSV-MBackbone=ViT-L/142025.03 | 87.3 | |
| TSV-MBackbone=ViT-L/142024.12 | 87.2 | |
| TSV-M+AdaRankBackbone=ViT-B/322025.03 | 86.9 | |
| TSV-M+AdaRankBackbone=ViT-B/322025.03 | 86.9 | |
| TA+AdaMergingBackbone=ViT-L/142025.03 | 86.8 | |
| EMR MergingBackbone=ViT-B/322024.12 | 86.6 | |
| Iso-CTS+AdaRankBackbone=ViT-B/322025.03 | 86.5 | |
| CART+AdaRankBackbone=ViT-B/322025.03 | 86.4 | |
| CART+AdaRankBackbone=ViT-B/322025.03 | 86.4 | |
| EMR + SiMBackbone=ViT-B/322026.06 | 86.1 | |
| Iso-CTS+AdaMergingBackbone=ViT-B/322025.03 | 84.7 | |
| Surgery w/ Ada.Backbone=ViT-B/322024.12 | 84.5 | |
| ProbSurgery w/ Ada.Backbone=ViT-B/322024.12 | 84.5 | |
| TM-TIES + SiMBackbone=ViT-B/162026.06 | 84.5 | |
| LOT MergingBackbone=ViT-L/142024.12 | 84.1 | |
| Iso-CTS + RIBackbone=ViT-B/162026.03 | 83.6 | |
| TSV-M+AdaMergingBackbone=ViT-B/322025.03 | 83.5 | |
| TSV-M + RIBackbone=ViT-B/162026.03 | 83.2 | |
| WUDIBackbone=ViT-L/142026.03 | 82.8 | |
| CART+AdaMergingBackbone=ViT-B/322025.03 | 82.7 | |
| Iso-CTSBackbone=ViT-B/162026.03 | 82.2 | |
| TM-TIES + SiMBackbone=ViT-B/322026.06 | 82.2 | |
| AdaMergingBackbone=ViT-L/142024.12 | 82.1 | |
| Iso-C + RIBackbone=ViT-B/162026.03 | 82 | |
| MoW-MergingBackbone=ViT-L/142026.06 | 81.8 | |
| TA+AdaRankBackbone=ViT-B/322025.03 | 81.4 | |
| TA+AdaRankBackbone=ViT-B/322025.03 | 81.4 | |
| TSV-MBackbone=ViT-B/162026.06 | 80.6 | |
| TSV-MBackbone=ViT-B/162026.03 | 80.4 | |
| WUDI + RIBackbone=ViT-B/162026.03 | 80.3 | |
| TSV-M + RIBackbone=ViT-B/322026.03 | 80.3 | |
| WEMoEBackbone=ViT-B/322025.03 | 80.2 | |
| KnOTS + RIBackbone=ViT-L/142026.03 | 79.7 | |
| Iso-CBackbone=ViT-B/162026.03 | 79.5 | |
| Iso-CTS + RIBackbone=ViT-B/322026.03 | 79.3 | |
| MoW-MergingBackbone=ViT-B/322026.06 | 79.3 | |
| TIES + RIBackbone=ViT-L/142026.03 | 79.1 | |
| Iso-CBackbone=ViT-B/162026.06 | 79.1 | |
| WEMoEBackbone=ViT-B/322024.12 | 78.9 | |
| Consensus TABackbone=ViT-L/142024.12 | 78.9 | |
| KnOTSBackbone=ViT-L/142026.03 | 78.8 | |
| WEMoEBackbone=ViT-L/142024.12 | 78.8 | |
| MoW-MergingBackbone=ViT-B/162026.06 | 78.2 | |
| Iso-CTSBackbone=ViT-B/322026.03 | 77.7 | |
| Consensus MergingBackbone=ViT-L/142025.03 | 77.6 | |
| Iso-C + RIBackbone=ViT-B/322026.03 | 77.5 | |
| DaWinBackbone=ViT-L/142026.06 | 77.5 | |
| Iso-CTSBackbone=ViT-B/322025.03 | 77.2 | |
| TSV-MBackbone=ViT-B/322026.06 | 77.1 |