ResearchBenchmarksImage Classification on StanfordCars (N-Shot Accuracy)Follow71.721-Shot AccuracyManiPT34.217643.953853.6963.4262Feb 22, 2026Evaluation ResultsMethodMethodLinks1-Shot Accuracy2-Shot Accuracy4-Shot Accuracy8-Shot Accuracy16-Shot AccuracyManiPT2026.0271.7274.8780.4283.0586.59PromptSRC2026.0269.473.477.1380.9783.83CoOp2026.0267.4370.574.4779.383.07CoCoOp2026.0267.2268.3769.3970.4471.57MaPLe2026.0266.671.675.379.4783.57Linear probe CLIP2026.0235.6650.2863.3873.6780.44