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ResearchFormerly WizWand

Utility Preservation on COCO

0.316CLIP ScoreCA
0.275440.285970.29650.30703Feb 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CAWeight Modification=true, Training based=true2026.020.3169.03
SD1.42026.020.315—
ESDWeight Modification=true, Training based=true2026.020.3133.91
SAFREEWeight Modification=false, Training based=false2026.020.3126.77
SHSWeight Modification=true, Training based=true2026.020.30910.76
EdiffWeight Modification=true, Training based=true2026.020.3078.38
UCEWeight Modification=true, Training based=false2026.020.3069.77
HiRM-SWeight Modification=true, Training based=true2026.020.3066.75
TraSCEWeight Modification=false, Training based=false2026.020.30510.39
HiRM-RWeight Modification=true, Training based=true2026.020.3048.05
MACEWeight Modification=true, Training based=true2026.020.29312.32
SALUNWeight Modification=true, Training based=true2026.020.29311.33
Diff-QWeight Modification=true, Training based=false2026.020.2896.96
RECEWeight Modification=true, Training based=false2026.020.27729.65