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ResearchFormerly WizWand

Multi-task Image Classification on 8 Vision Tasks Norm Mismatch setting (test)

93.3Absolute AccuracyIndividual
45.4657.8870.382.72Aug 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
IndividualBackbone=ViT-L-142025.0893.3—
EMR-Merging + DisTaCBackbone=ViT-L-142025.0892.799
WUDI-Merging + DisTaCBackbone=ViT-L-142025.0891.497.5
Iso-CTSBackbone=ViT-L-142025.0890.896.9
TSVM + DisTaCBackbone=ViT-L-142025.0890.396.6
Iso-CTS + DisTaCBackbone=ViT-L-142025.0890.196.1
IndividualBackbone=ViT-B-322025.0889.3—
EMR-Merging + DisTaCBackbone=ViT-B-322025.0888.197.3
EMR-MergingBackbone=ViT-L-142025.0887.693.6
Consensus TA + DisTaCBackbone=ViT-L-142025.0884.990.7
TSVMBackbone=ViT-L-142025.0884.890.7
TIES + DisTaCBackbone=ViT-L-142025.0884.490.2
WUDI-Merging + DisTaCBackbone=ViT-B-322025.0884.493.2
Task arithmetic + DisTaCBackbone=ViT-L-142025.0883.989.6
TSVM + DisTaCBackbone=ViT-B-322025.0882.991.8
Consensus TABackbone=ViT-L-142025.088287.6
Iso-CTS + DisTaCBackbone=ViT-B-322025.0880.388.9
EMR-MergingBackbone=ViT-B-322025.088088.7
Task arithmeticBackbone=ViT-L-142025.0878.684.2
Iso-CTSBackbone=ViT-B-322025.0878.186.2
TIESBackbone=ViT-L-142025.087479.5
Consensus TA + DisTaCBackbone=ViT-B-322025.0873.782.2
TIES + DisTaCBackbone=ViT-B-322025.0873.181
TSVMBackbone=ViT-B-322025.0872.280.2
Task arithmetic + DisTaCBackbone=ViT-B-322025.087078.2
Consensus TABackbone=ViT-B-322025.0868.877
Pre-trainedBackbone=ViT-L-142025.0865.1—
Task arithmeticBackbone=ViT-B-322025.0863.671.8
TIESBackbone=ViT-B-322025.0859.166.4
WUDI-MergingBackbone=ViT-L-142025.0857.960.8
WUDI-MergingBackbone=ViT-B-322025.0849.252.6
Pre-trainedBackbone=ViT-B-322025.0847.3—