ResearchBenchmarksFew-Shot Image Classification on DTD (1-16 Shots)Follow60.11Accuracy (1-shot)ManiPT33.569240.459647.3554.2404Feb 22, 2026Evaluation ResultsMethodMethodLinksAccuracy (1-shot)Accuracy (2-shot)Accuracy (4-shot)Accuracy (8-shot)Accuracy (16-shot)ManiPT2026.0260.1161.1768.5271.5476.03PromptSRC2026.0256.2359.9765.5369.8772.73MaPLe2026.0252.1355.56166.571.33CoOp2026.0250.2353.658.764.7769.87CoCoOp2026.0248.5452.1755.0458.8963.04Linear probe CLIP2026.0234.5940.7655.7163.4669.96