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Image Classification on Oxford-IIIT Pets (Base, Novel, HM Accuracy)

96.2Base AccuracyGalLoP + CAKI
90.89692.27393.6595.027May 7, 2026

Evaluation results

MethodLinks
GalLoP + CAKIShots=42026.0596.297.596.9
PromptSRC + CAKIShots=42026.059697.496.7
PromptSRCShots=42026.0595.997.296.5
GalLoPShots=42026.0595.897.496.6
CoOp + CAKIShots=42026.0595.497.796.5
CoOpShots=42026.0595.297.596.3
TCP + CAKIShots=42026.0595.297.996.5
MaPLe + CAKIShots=42026.0594.897.796.2
TCPShots=42026.0594.897.296
MaPLeShots=42026.0594.797.596.1
CoCoOp + CAKIShots=42026.0594.598.396.4
CoCoOpShots=42026.0594.397.996.1
CLIPShots=42026.0591.197.294.1