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ResearchFormerly WizWand

Image Classification on FusionBench 20-task suite

93.1Average Top-1 AccuracyFine-tuned (STL)
54.164.22574.3584.475May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Fine-tuned (STL)Backbone=L/142026.0593.1
Fine-tuned (STL)Backbone=B/322026.0590.3
WUDI-Merging w/ FEATCALBackbone=L/142026.0589.8
WUDI-Merging w/ ProbSurgeryBackbone=L/142026.0586.5
WUDI-Merging w/ SurgeryBackbone=L/142026.0584.9
Task Arithmetic w/ FEATCALBackbone=L/142026.0584.7
WUDI-Merging w/ FEATCALBackbone=B/322026.0583.5
Task Arithmetic w/ ProbSurgeryBackbone=L/142026.0583.3
Task Arithmetic w/ SurgeryBackbone=L/142026.0582.4
Task Arithmetic w/ FEATCALBackbone=B/322026.0579.4
Task Arithmetic w/ ProbSurgeryBackbone=B/322026.0577.7
WUDI-Merging w/ ProbSurgeryBackbone=B/322026.0577.6
WUDI-Merging w/ SurgeryBackbone=B/322026.0576.5
WUDI-MergingBackbone=L/142026.0575.8
Task Arithmetic w/ SurgeryBackbone=B/322026.0575.2
Task ArithmeticBackbone=L/142026.0570.3
WUDI-MergingBackbone=B/322026.0567.1
Pre-trainedBackbone=L/142026.0565.6
Task ArithmeticBackbone=B/322026.0560.6
Pre-trainedBackbone=B/322026.0555.6