Base-to-novel generalization on Flowers102 benchmark leaderboard · SOTA2 Research

Base-to-novel generalization on Flowers102

99.42Base AccuracyPromptKD

Evaluation Results

Method	Links
PromptKD2024.03		99.42	82.62	90.24
PromptKD + MERGETUNE2026.01		99.3	82.67	90.23
LoGoPrompt2026.02		99.05	76.52	86.34
DeAR2026.03		99	78.5	87.57
MMRL2026.03		98.97	77.27	86.78
MMRL2026.05		98.97	77.27	86.78
PromptKD2026.03		98.69	81.91	89.52
DroPLe2025.12		98.61	78.29	87.28
DeKgTCP2025.12		98.58	75.18	85.3
SkipT2026.03		98.57	75.8	85.7
MMRL++2026.05		98.53	77.9	87.01
ProVP2026.03		98.42	72.06	83.2
ProVP2026.05		98.42	72.06	83.2
ProVP2026.02		98.42	72.06	83.2
2SFS2026.02		98.29	76.17	85.83
ManiPT2026.02		98.12	76.84	86.19
PromptSRC2024.03		98.07	76.5	85.95
PSRC2025.12		98.07	76.5	85.95
PromptSRC2026.02		98.07	76.5	85.95
PromptSRC2026.03		98.07	76.5	85.95
PromptSRC2026.05		98.07	76.5	85.95
TAC2025.12		97.97	76.87	86.15
TAC2026.02		97.97	76.87	86.15
TAC2026.03		97.97	76.87	86.15
IVLP2026.02		97.97	72.1	83.07
CLIP-LoRA2026.02		97.91	68.61	80.68
TAP2025.12		97.9	75.57	85.3
TAP2026.02		97.9	75.57	85.3
PromptSRC2026.02		97.9	76.37	85.8
LLaMP2026.02		97.82	77.4	86.42
MMAC2026.05		97.77	75.93	85.48
MMA2026.02		97.77	75.93	85.48
TCP2025.03		97.73	75.57	85.23
TCP2026.03		97.73	75.57	85.23
TCP2026.05		97.73	75.57	85.23
TCP2026.02		97.73	75.57	85.23
ProDA2026.02		97.7	68.68	80.66
MetaPrompt2026.02		97.66	74.49	84.52
MMLoP2026.02		97.63	76.73	85.93
CoOp2024.03		97.6	59.67	74.06
CoOp2025.12		97.6	59.67	74.06
CoOp2026.02		97.6	59.67	74.06
CoOp2026.03		97.6	59.67	74.06
CoOp2026.05		97.6	59.67	74.06
CoOp2026.02		97.6	59.67	74.06
+DePT2025.03		97.44	74.89	84.69
+DPC2025.03		97.44	73.19	83.59
CoPrompt2026.02		97.27	76.6	85.71
CoPrompt2026.02		97.27	76.6	85.71
ProSRC2025.03		97.06	73.19	83.45
LASP2026.02		97	74	83.95
MaPLe2026.03		96.11	72.44	82.61
CC-CDFSL2026.03		96.07	73.9	83.19
MaPLe2024.03		95.92	72.46	82.56
MaPLe2026.02		95.92	72.46	82.56
MaPLe2026.03		95.92	72.46	82.56
MaPLe2026.05		95.92	72.46	82.56
MaPLe2026.02		95.92	72.46	82.56
ProGrad2026.03		95.54	71.87	82.03
ProGrad2026.02		95.54	71.87	82.03
KgCoOp2025.12		95	74.73	83.65
KgCoOp2026.05		95	74.73	83.65
KgCoOp2026.02		95	74.73	83.65
CoCoOp2024.03		94.87	71.75	81.71
CoCoOp2026.02		94.87	71.75	81.71
CoCoOp2026.05		94.87	71.75	81.71
CoCoOp2026.02		94.87	71.75	81.71
RPO2026.02		94.13	76.67	84.5
PERL2026.05		78.35	76.85	77.59
CLIP2024.03		72.08	77.8	74.83
CLIP2026.01		72.08	77.8	74.83
CLIP2026.02		72.08	77.8	74.83
CLIP2026.03		72.08	77.8	74.83
CLIP2026.05		72.08	77.8	74.83
CLIP2026.02		72.08	77.8	74.83