ResearchBenchmarksImage Classification on Caltech101 (k-Shot Accuracy)Image Classification on Caltech101 (k-Shot Accuracy)Follow95.381-Shot AccuracyManiPT79.2683.44587.6391.815Feb 22, 2026Evaluation resultsMethodMethodLinks1-Shot Accuracy2-Shot Accuracy4-Shot Accuracy8-Shot Accuracy16-Shot AccuracyManiPT2026.0295.3895.2996.3296.5596.91CoCoOp2026.0293.8394.8294.9895.0495.16PromptSRC2026.0293.8394.5395.2795.6796.07CoOp2026.0292.693.0794.494.3795.57MaPLe2026.0292.5793.9794.4395.296Linear probe CLIP2026.0279.8889.0192.0593.4195.43