ResearchBenchmarksImage Classification on FGVCAircraft (Few-Shot Evaluation)Follow33.75Accuracy (1 Shot)ManiPT11.837217.526123.21528.9039Feb 22, 2026Evaluation ResultsMethodMethodLinksAccuracy (1 Shot)Accuracy (2 Shots)Accuracy (4 Shots)Accuracy (8 Shots)Accuracy (16 Shots)ManiPT2026.0233.7534.2342.0349.8256.88PromptSRC2026.0227.6731.737.4743.2750.83MaPLe2026.0226.7330.934.874248.4CoOp2026.0221.3726.230.833943.4Linear probe CLIP2026.0219.6126.4132.3339.3545.36CoCoOp2026.0212.6815.0624.7926.6131.21