Base-to-novel generalization on UCF101 (base-to-novel protocol) benchmark leaderboard · SOTA2 Research

Base-to-novel generalization on UCF101 (base-to-novel protocol)

88.56Base ScoreProVP

Evaluation Results

Method	Links
ProVP2026.05		88.56	75.55	81.54
ProVP2026.02		88.56	75.55	81.54
MMRL2025.05		88.1	80.07	83.89
MMRL2026.05		88.1	80.07	83.89
2SFS2026.02		87.85	78.19	82.74
CLIP-LoRA2026.02		87.52	72.74	79.45
MMRL++2025.05		87.37	80.53	83.81
MMRL++2026.05		87.37	80.53	83.81
TCP2026.05		87.13	80.77	83.83
TCP2026.02		87.13	80.77	83.83
PromptSRC2026.05		87.1	78.8	82.74
CoPrompt2026.02		86.9	79.57	83.07
PromptSRC2026.02		86.37	78.7	82.36
MMAC2026.05		86.23	80.03	83.01
MMA2026.02		86.23	80.03	82.2
LoGoPrompt2026.02		86.19	73.07	79.09
IVLP2026.02		85.93	74.17	79.62
MetaPrompt2026.02		85.33	77.72	81.35
ProDA2026.02		85.23	71.97	78.04
MMLoP2026.02		85.23	78.37	81.66
LASP2026.02		84.77	78.03	81.26
CoOp2025.05		84.69	56.05	67.46
CoOp2026.05		84.69	56.05	67.46
CoOp2026.02		84.69	56.05	67.46
ProGrad2026.02		84.33	74.94	79.35
RPO2026.02		83.67	75.43	79.34
MaPLe2026.05		83	78.66	80.77
MaPLe2026.02		83	78.66	80.77
KgCoOp2026.05		82.89	76.67	79.66
KgCoOp2026.02		82.89	76.67	79.65
CoCoOp2026.05		82.33	73.45	77.64
CoCoOp2026.02		82.33	73.45	77.64
PERL2026.05		76.23	79.39	77.78
CLIP2025.05		70.53	77.5	73.85
CLIP2026.05		70.53	77.5	73.85
CLIP2026.02		70.53	77.5	73.85