ResearchBenchmarksClassification on CUB-200 (OOD)Classification on CUB-200 (OOD)Follow44.3Top-1 Accuracyα-CLIP7.27616.88826.536.112Jan 5, 2026Evaluation resultsMethodMethodLinksTop-1 Accuracyα-CLIPSetting=Zero-shotSetting=Zero-shot2026.0144.3BiPromptSetting=Zero-shotSetting=Zero-shot2026.0131BlocksSetting=Zero-shotSetting=Zero-shot2026.0128.9PatchesSetting=Zero-shotSetting=Zero-shot2026.0126.2RoSHOTSetting=Zero-shotSetting=Zero-shot2026.0125.5ImagesSetting=Zero-shotSetting=Zero-shot2026.0124.2VanillaSetting=Zero-shotSetting=Zero-shot2026.0112.1TPTSetting=Zero-shotSetting=Zero-shot2026.018.7