Base-to-Novel Generalization on SUN397

83.92Base ScorePromptKD + MERGETUNE

Evaluation results

Method
PromptKD + MERGETUNE2026.01	83.92	81.49	82.69
DroPLe2025.12	83.82	80.07	81.9
DeAR2026.03	83.82	81.8	82.8
TAC2025.12	83.7	80.03	81.82
TAC2026.03	83.7	80.03	81.82
+DPC2025.03	83.63	78.08	80.76
MMRL2026.03	83.2	79.3	81.2
MMRL2026.05	83.2	79.3	81.2
ProVP2026.03	83.14	74.71	78.73
MMRL++2026.05	83.03	79.6	81.28
2SFS2025.03	82.91	81.2	82.05
TAP2025.12	82.87	79.53	81.17
PSRC2025.12	82.67	78.47	80.52
PromptSRC2026.03	82.67	78.47	80.52
PromptSRC2026.05	82.67	78.47	80.52
PromptSRC2026.02	82.67	78.47	80.52
TCP2025.03	82.63	78.2	80.35
TCP2026.03	82.63	78.2	80.35
TCP2026.05	82.63	78.2	80.35
TCP2026.02	82.63	78.2	80.35
CoPrompt2026.02	82.63	80.03	81.31
+DePT2025.03	82.6	78.82	80.67
2SFSLayerNorm2025.03	82.59	78.91	80.7
2SFS2026.02	82.59	78.91	80.7
PromptKD2026.03	82.53	80.88	81.7
DeKgTCP2025.12	82.52	78.3	80.35
2SFSLoRA2025.03	82.43	79.05	80.7
SkipT2026.03	82.4	79.03	80.68
MMLoP2026.02	82.4	78.13	80.21
ProSRC2025.03	82.28	78.08	80.13
MMA2025.03	82.27	78.57	80.38
MMAC2026.05	82.27	78.57	80.38
MMA2026.02	82.27	78.57	80.38
MetaPrompt2026.02	82.26	79.04	80.62
MMA2025.03	82.17	81.8	81.98
IVLP2026.02	81.6	75.5	78.43
ProGrad2025.03	81.26	74.17	77.55
ProGrad2026.03	81.26	74.17	77.55
ProGrad2026.02	81.26	74.17	77.55
LoGoPrompt2026.02	81.2	78.12	79.63
CLIP-LoRA2025.03	81.11	74.53	77.68
CLIP-LoRA2026.02	81.11	74.53	77.68
CC-CDFSL2026.03	81.04	79.08	80.05
MaPLe + CC-CDFSL2026.03	81.04	79.08	80.05
MaPLe2026.03	80.92	78.21	79.54
MaPLe2026.03	80.92	78.21	79.54
MaPLe2025.03	80.82	78.7	79.75
MaPLe2026.03	80.82	78.7	79.75
MaPLe2026.05	80.82	78.7	79.75
MaPLe2026.02	80.82	78.7	79.75
LASP2026.02	80.7	78.6	79.63
ProVP2026.05	80.67	76.11	78.32
ProVP2026.02	80.67	76.11	78.32
CoOP2025.03	80.6	65.89	72.51
CoOp2025.12	80.6	65.89	72.51
CoOp2026.03	80.6	65.89	72.51
CoOp2026.05	80.6	65.89	72.51
CoOp2026.02	80.6	65.89	72.51
RPO2026.02	80.6	77.8	79.18
KgCoOp2025.03	80.29	76.53	78.36
KgCoOp2025.12	80.29	76.53	78.36
KgCoOp2026.05	80.29	76.53	78.36
KgCoOp2026.02	80.29	76.53	78.36
CoCoOp2025.03	79.74	76.86	78.27
CoCoOp2026.01	79.74	76.86	78.27
CoCoOp2026.05	79.74	76.86	78.27
CoCoOp2026.02	79.74	76.86	78.27
ProDA2026.02	78.67	76.93	77.79
PERL2026.05	75.74	78.24	76.97
CLIP2025.03	73.23	77.71	75.4
CLIP2025.03	69.36	75.35	72.23
CLIP2026.01	69.36	75.35	72.23
CLIP2026.03	69.36	75.35	72.23
CLIP2026.05	69.36	75.35	72.23
CLIP2026.02	69.36	75.35	72.23