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Few-shot Image Classification on 11-Dataset Average (Base)

85.9AccuracyMMRL + SpecPL
68.677673.148877.6282.0912May 6, 2026

Evaluation results

MethodLinks
MMRL + SpecPLShots=162026.0585.9
MMRLShots=162026.0585.68
PromptSRCShots=162026.0584.26
CoPromptShots=162026.0584
ArGueShots=162026.0583.69
DePTShots=162026.0583.66
CoOp + SpecPLShots=162026.0583.32
MaPLe + SpecPLShots=162026.0583.02
CoCoOp + SpecPLShots=162026.0582.84
CoOpShots=162026.0582.69
MaPLeShots=162026.0582.28
CoCoOpShots=162026.0580.47
CLIPShots=162026.0569.34