ResearchBenchmarksImage Classification on OxfordPets (Few-Shot Evaluation)Image Classification on OxfordPets (Few-Shot Evaluation)Follow92.53Accuracy (1-shot)ManiPT42.121255.208168.29581.3819Feb 22, 2026Evaluation resultsMethodMethodLinksAccuracy (1-shot)Accuracy (2-shot)Accuracy (4-shot)Accuracy (8-shot)Accuracy (16-shot)ManiPT2026.0292.5393.2793.693.8794.12PromptSRC2026.029292.593.4393.593.67CoCoOp2026.0291.2792.6492.8193.4593.34CoOp2026.0290.3789.892.5791.2791.87MaPLe2026.0289.190.8791.992.5792.83Linear probe CLIP2026.0244.0658.3771.1778.3685.34