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ResearchFormerly WizWand

Multi-task Image Classification on 8 Vision Tasks (Low Confidence setting, test)

94Absolute AccuracyIndividual
24.73642.71860.778.682Aug 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
IndividualBackbone=ViT-L-142025.0894—
EMR-Merging + DisTaCBackbone=ViT-L-142025.0892.398.1
WUDI-Merging + DisTaCBackbone=ViT-L-142025.0891.697.3
IndividualBackbone=ViT-B-322025.0889.8—
TSVM + DisTaCBackbone=ViT-L-142025.0889.796.2
Iso-CTS + DisTaCBackbone=ViT-L-142025.0886.1915
TSVM + DisTaCBackbone=ViT-B-322025.0881.591.8
Iso-CTSBackbone=ViT-L-142025.0880.886
Consensus TA + DisTaCBackbone=ViT-L-142025.088085.8
TIES + DisTaCBackbone=ViT-L-142025.0879.485.4
Task arithmetic + DisTaCBackbone=ViT-L-142025.0877.683.3
WUDI-Merging + DisTaCBackbone=ViT-B-322025.0873.883.3
Iso-CTSBackbone=ViT-B-322025.0872.581.1
TSVMBackbone=ViT-L-142025.0871.676.4
EMR-Merging + DisTaCBackbone=ViT-B-322025.0870.379.2
Iso-CTS + DisTaCBackbone=ViT-B-322025.086978.1
TIES + DisTaCBackbone=ViT-B-322025.0868.777.9
Consensus TABackbone=ViT-L-142025.0868.673.2
TIESBackbone=ViT-L-142025.0868.373
Consensus TA + DisTaCBackbone=ViT-B-322025.0867.776.5
Task arithmeticBackbone=ViT-L-142025.0866.971.5
Pre-trainedBackbone=ViT-L-142025.0865.1—
Task arithmetic + DisTaCBackbone=ViT-B-322025.0863.672.2
TSVMBackbone=ViT-B-322025.0860.768.4
Consensus TABackbone=ViT-B-322025.0854.662
TIESBackbone=ViT-B-322025.0854.562
Task arithmeticBackbone=ViT-B-322025.085158.3
Pre-trainedBackbone=ViT-B-322025.0847.3—
EMR-MergingBackbone=ViT-B-322025.0839.245.1
WUDI-MergingBackbone=ViT-B-322025.083840.8
WUDI-MergingBackbone=ViT-L-142025.082829.2
EMR-MergingBackbone=ViT-L-142025.0827.430.1