Image Classification on 8 Vision Tasks Average
95.81Average AccuracyIndividuals
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IndividualsBackbone=ViT-L/14, #Params=x82026.05 | 95.81 | — | |
| TSV-CBackbone=ViT-L/14, #Params=x2.082026.05 | 95.68 | — | |
| DiDi-Merging-MBackbone=ViT-L/14, #Params=x1.42026.05 | 95.62 | — | |
| IndividualBackbone=ViT-L/142024.12 | 94.2 | — | |
| SyMergeBackbone=ViT-L/142024.12 | 94.1 | — | |
| TALL-Mask+TIESBackbone=ViT-L/14, #Params=x2.52026.05 | 93.92 | — | |
| FREE-MergingBackbone=ViT-L/14, #Params=x2.162026.05 | 93.78 | — | |
| EMR MergingBackbone=ViT-L/142024.12 | 93.7 | — | |
| WEMoEBackbone=ViT-L/142024.12 | 93.6 | — | |
| ISO-MergingBackbone=ViT-L/142024.12 | 93 | — | |
| Twin-MergingBackbone=ViT-L/14, #Params=x2.252026.05 | 92.81 | — | |
| EMR-MergingBackbone=ViT-L/14, #Params=x42026.05 | 92.73 | — | |
| ProbSurgery w/ Ada.Backbone=ViT-L/142024.12 | 92.7 | — | |
| Surgery w/ Ada.Backbone=ViT-L/142024.12 | 92.3 | — | |
| TSV-MBackbone=ViT-L/142024.12 | 91.5 | — | |
| AdaMergingBackbone=ViT-L/142024.12 | 90.8 | — | |
| IndividualsBackbone=ViT-B/32, #Params=x8, Merging Strategy=N/A2026.05 | 90.5 | 100 | |
| IndividualBackbone=ViT-B/322024.12 | 90.5 | — | |
| LOT MergingBackbone=ViT-L/142024.12 | 90.5 | — | |
| SyMergeBackbone=ViT-B/322024.12 | 90.1 | — | |
| DiDi-Merging-MBackbone=ViT-B/32, #Params=x1.4, Merging Strategy=Dynamic Merging2026.05 | 89.8 | 99.2 | |
| TSV-CBackbone=ViT-B/32, #Params=x2.08, Merging Strategy=Dynamic Merging2026.05 | 89.5 | 98.9 | |
| WEMoEBackbone=ViT-B/322024.12 | 89.4 | — | |
| SMILEBackbone=ViT-B/32, #Params=x3.07, Merging Strategy=Dynamic Merging2026.05 | 89.3 | 98.7 | |
| DiDi-Merging-SBackbone=ViT-B/32, #Params=x1.24, Merging Strategy=Dynamic Merging2026.05 | 89.3 | 98.7 | |
| WEMoEBackbone=ViT-B/32, #Params=x6.27, Merging Strategy=Dynamic Merging2026.05 | 89.2 | 98.6 | |
| FREE-MergingBackbone=ViT-B/32, #Params=x2.16, Merging Strategy=Dynamic Merging2026.05 | 89.2 | 98.6 | |
| MultitaskBackbone=ViT-B/32, #Params=x1, Merging Strategy=N/A2026.05 | 88.9 | 99.2 | |
| TALL-Mask+TIESBackbone=ViT-B/32, #Params=x2.5, Merging Strategy=Dynamic Merging2026.05 | 88.7 | 98 | |
| EMR MergingBackbone=ViT-B/322024.12 | 88.7 | — | |
| Twin-MergingBackbone=ViT-B/32, #Params=x2.25, Merging Strategy=Dynamic Merging2026.05 | 87.8 | 97 | |
| EMR-MergingBackbone=ViT-B/32, #Params=x4, Merging Strategy=Dynamic Merging2026.05 | 87.7 | 96.9 | |
| Surgery w/ Ada.Backbone=ViT-B/322024.12 | 87.5 | — | |
| PCB MergingBackbone=ViT-L/142024.12 | 87.5 | — | |
| ProbSurgery w/ Ada.Backbone=ViT-B/322024.12 | 87.4 | — | |
| LiNeS w/ TABackbone=ViT-L/142024.12 | 86.9 | — | |
| Consensus TABackbone=ViT-L/142024.12 | 86.6 | — | |
| Ties-MergingBackbone=ViT-L/142024.12 | 86 | — | |
| WUDI-MergingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 85.2 | 94.1 | |
| Task ArithmeticBackbone=ViT-L/142024.12 | 84.5 | — | |
| ISO-MergingBackbone=ViT-B/322024.12 | 84.2 | — | |
| TSV-MergingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 84 | 92.8 | |
| TSV-MBackbone=ViT-B/322024.12 | 84 | — | |
| LOT MergingBackbone=ViT-B/322024.12 | 82.7 | — | |
| ISO-CTSBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 81.4 | 89.9 | |
| AdaMergingBackbone=ViT-B/322024.12 | 80.1 | — | |
| CAT-MergingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 78.3 | 86.5 | |
| PCB MergingBackbone=ViT-B/322024.12 | 75.6 | — | |
| Consensus TABackbone=ViT-B/322024.12 | 74.9 | — | |
| LiNeS w/ TABackbone=ViT-B/322024.12 | 74.1 | — | |
| Ties-MergingBackbone=ViT-B/322024.12 | 72.9 | — | |
| Task ArithmeticBackbone=ViT-B/322024.12 | 69.1 | — | |
| Weight AveragingBackbone=ViT-B/32, #Params=x1, Merging Strategy=Static Merging2026.05 | 65.8 | 72.7 |