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Image Classification on OxfordPets (Top-1 Accuracy and Delta)

93.3Top-1 AccuracyBiCLIP
88.869690.019891.1792.3202Mar 9, 2026

Evaluation results

MethodLinks
BiCLIPShots=16, Base Model=CLIP, Adaptation Method=Bilinear adaptation2026.0393.34.24
BiSigLIPShots=16, Base Model=SigLIP, Adaptation Method=Bilinear adaptation2026.0392.80.49
SigLIPShots=0, Base Model=SigLIP, Adaptation Method=Zero-Shot2026.0392.31—
CLIPShots=0, Base Model=CLIP, Adaptation Method=Zero-Shot2026.0389.04—