Base-to-novel generalization on Average base-to-novel benchmark leaderboard · SOTA2 Research

Base-to-novel generalization on Average base-to-novel

85.55Base Score2SFS

Evaluation Results

Method	Links
2SFS2026.02		85.55	75.48	80.2
CLIP-LoRA2026.02		85.32	70.63	77.28
ProVP2026.02		85.2	73.22	78.76
LoGoPrompt2026.02		84.47	74.24	79.03
PromptSRC2026.02		84.23	75.48	79.62
IVLP2026.02		84.21	71.79	77.51
TCP2026.02		84.13	75.36	79.51
CoPrompt2026.02		84	77.23	80.48
MMLoP2026.02		83.79	75.98	79.7
MetaPrompt2026.02		83.65	75.48	79.09
MMA2026.02		83.2	76.8	79.87
LASP2026.02		82.7	74.9	78.61
CoOp2026.02		82.69	63.22	71.66
ProGrad2026.02		82.48	70.75	76.16
MaPLe2026.02		82.28	75.14	78.55
ProDA2026.02		81.56	72.3	76.65
RPO2026.02		81.13	75	77.78
KgCoOp2026.02		80.73	73.6	77
CoCoOp2026.02		80.47	71.69	75.83
CLIP2026.02		69.34	74.22	71.7
MMRL2025.05		0.8568	0.7716	0.812
MMRL++2025.05		0.8553	0.7832	0.8177
ProVP2025.05		0.852	0.7322	0.7876
PromptSRC2025.05		0.8426	0.761	0.7997
TCP2025.05		0.8413	0.7536	0.7951
MetaPrompt2025.05		0.8365	0.7548	0.7909
MMA2025.05		0.832	0.768	0.7987
CoOp2025.05		0.8269	0.6322	0.7166
MaPLe2025.05		0.8228	0.7514	0.7855
ProDA2025.05		0.8156	0.723	0.7665
KgCoOp2025.05		0.8073	0.736	0.77
Co-CoOp2025.05		0.8047	0.7169	0.7583
CLIP2025.05		0.6934	0.7422	0.717