ResearchBenchmarksAction Recognition on UCF101 (Few-Shot 1/2/4/8/16-shot)Action Recognition on UCF101 (Few-Shot 1/2/4/8/16-shot)Follow78.09Acc (1-shot)ManiPT52.682859.278965.87572.4711Feb 22, 2026Evaluation resultsMethodMethodLinksAcc (1-shot)Acc (2-shot)Acc (4-shot)Acc (8-shot)Acc (16-shot)ManiPT2026.0278.0979.783.1285.9388.35PromptSRC2026.0274.878.581.5784.386.47MaPLe2026.0271.8374.678.4781.3785.03CoOp2026.0271.2373.4377.180.282.23CoCoOp2026.0270.373.5174.8277.1478.14Linear probe CLIP2026.0253.6665.7873.2879.3482.11