Base-to-novel generalization on Food 101

92.45Base ScorePromptKD + MERGETUNE

Evaluation results

Method
PromptKD + MERGETUNE2026.01	92.45	93.91	93.17
LASP2026.02	91.2	91.7	91.44
DroPLe2025.12	91.18	92.2	91.69
TAP2025.12	90.97	91.83	91.4
TAC2025.12	90.87	91.87	91.37
TAC2026.03	90.87	91.87	91.37
PromptSRC2026.02	90.87	91.53	91.2
CC-CDFSL2026.03	90.83	92	91.41
CC-CDFSL + MaPLe2026.03	90.83	92	91.41
LoGoPrompt2026.02	90.82	91.41	91.11
MaPLe2026.03	90.75	91.84	91.29
MaPLe2026.03	90.75	91.84	91.29
MetaPrompt2026.02	90.74	91.85	91.29
DeKgTCP2025.12	90.73	91.55	91.14
CoPrompt2026.02	90.73	92.07	91.4
MaPLe2025.03	90.71	92.05	91.38
MaPLe2026.03	90.71	92.05	91.38
MaPLe2026.05	90.71	92.05	91.38
MaPLe2026.02	90.71	92.05	91.38
CoCoOp2025.03	90.7	91.29	90.99
CoCoOp2026.05	90.7	91.29	90.99
CoCoOp2026.02	90.7	91.29	90.99
MMLoP2026.02	90.7	91.7	91.19
CoCoOp2026.07	90.7	91.7	91.09
CoCoOp2026.07	90.7	91.7	91.09
CoCoOp2026.07	90.7	91.7	91.09
SCPT2026.07	90.69	91.54	91.15
SCPT2026.07	90.69	91.54	91.15
SCPT2026.07	90.69	91.54	91.15
PSRC2025.12	90.67	91.53	91.1
PromptSRC2026.03	90.67	91.53	91.1
SkipT2026.03	90.67	92.03	91.34
PromptSRC2026.05	90.67	91.53	91.1
PERL2026.05	90.6	91.67	91.13
TCP2026.03	90.57	91.37	90.97
MMRL2026.03	90.57	91.5	91.03
MMRL2026.05	90.57	91.5	91.03
TCP2026.05	90.57	91.37	90.97
TCP2026.02	90.57	91.37	90.97
TCP2026.07	90.57	91.37	90.97
TCP2026.07	90.57	91.37	90.97
TCP2026.07	90.57	91.37	90.97
KgCoOp2025.03	90.5	91.7	91.09
KgCoOp2025.12	90.5	91.7	91.09
KgCoOp2026.05	90.5	91.7	91.1
KgCoOp2026.02	90.5	91.7	91.09
KgCoOp2026.07	90.5	91.7	91.09
KgCoOp2026.07	90.5	91.7	91.09
KgCoOp2026.07	90.5	91.7	91.09
MMRL++2026.05	90.47	91.73	91.1
ProGrad2025.03	90.37	89.59	89.98
ProGrad2026.03	90.37	89.59	89.98
ProGrad2026.02	90.37	89.59	89.98
RPO2026.02	90.33	90.83	90.58
ProVP2026.03	90.32	90.91	90.61
ProVP2026.05	90.32	90.91	90.61
ProVP2026.02	90.32	90.91	90.61
ProDA2026.02	90.3	88.57	89.43
ProText2026.07	90.2	91.98	91.08
ProText2026.07	90.2	91.98	91.08
ProText2026.07	90.2	91.98	91.08
MMA2025.03	90.13	91.3	90.71
MMAC2026.05	90.13	91.3	90.71
MMA2026.02	90.13	91.3	90.71
CLIP2025.03	90.1	91.22	90.66
CLIP2026.01	90.1	91.22	90.66
CLIP2026.03	90.1	91.22	90.66
DeAR2026.03	90.1	91.9	90.93
CLIP2026.05	90.1	91.22	90.66
CLIP2026.02	90.1	91.22	90.66
CLIP2026.07	90.1	91.22	90.66
CLIP2026.07	90.1	91.22	90.66
CLIP2026.07	90.1	91.22	90.66
CoOp2026.07	89.44	87.5	88.46
CoOp2026.07	89.44	87.5	88.46
CoOp2026.07	89.44	87.5	88.46
PromptKD2026.03	89.43	91.27	90.34
IVLP2026.02	89.37	90.3	89.83
2SFSLayerNorm2025.03	89.11	91.34	90.21
2SFS2026.02	89.11	91.34	90.21
ATPrompt2026.07	88.86	88.95	88.9
ATPrompt2026.07	88.86	88.95	88.9
ATPrompt2026.07	88.86	88.95	88.9
2SFSLoRA2025.03	88.47	89.96	89.21
CoOP2025.03	88.33	82.26	85.19
CoOp2025.12	88.33	82.26	85.19
CoOp2026.03	88.33	82.26	85.19
CoOp2026.05	88.33	82.26	85.19
CoOp2026.02	88.33	82.26	85.19
CLIP-LoRA2025.03	86.84	86.67	86.76
CLIP-LoRA2026.02	86.84	86.67	86.76