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Base-to-novel generalization on Food 101

92.45Base Score

PromptKD + MERGETUNE

Updated 17d ago

Evaluation Results

Method
PromptKD + MERGETUNE 2026.01	92.45	93.91	93.17
LASP 2026.02	91.2	91.7	91.44
DroPLe 2025.12	91.18	92.2	91.69
TAP 2025.12	90.97	91.83	91.4
TAC 2025.12	90.87	91.87	91.37
TAC 2026.03	90.87	91.87	91.37
PromptSRC 2026.02	90.87	91.53	91.2
CC-CDFSL 2026.03	90.83	92	91.41
CC-CDFSL + MaPLe 2026.03	90.83	92	91.41
LoGoPrompt 2026.02	90.82	91.41	91.11
MaPLe 2026.03	90.75	91.84	91.29
MaPLe 2026.03	90.75	91.84	91.29
MetaPrompt 2026.02	90.74	91.85	91.29
DeKgTCP 2025.12	90.73	91.55	91.14
CoPrompt 2026.02	90.73	92.07	91.4
MaPLe 2025.03	90.71	92.05	91.38
MaPLe 2026.03	90.71	92.05	91.38
MaPLe 2026.05	90.71	92.05	91.38
MaPLe 2026.02	90.71	92.05	91.38
CoCoOp 2025.03	90.7	91.29	90.99
CoCoOp 2026.05	90.7	91.29	90.99
CoCoOp 2026.02	90.7	91.29	90.99
MMLoP 2026.02	90.7	91.7	91.19
CoCoOp 2026.07	90.7	91.7	91.09
CoCoOp 2026.07	90.7	91.7	91.09
CoCoOp 2026.07	90.7	91.7	91.09
SCPT 2026.07	90.69	91.54	91.15
SCPT 2026.07	90.69	91.54	91.15
SCPT 2026.07	90.69	91.54	91.15
PSRC 2025.12	90.67	91.53	91.1
PromptSRC 2026.03	90.67	91.53	91.1
SkipT 2026.03	90.67	92.03	91.34
PromptSRC 2026.05	90.67	91.53	91.1
PERL 2026.05	90.6	91.67	91.13
TCP 2026.03	90.57	91.37	90.97
MMRL 2026.03	90.57	91.5	91.03
MMRL 2026.05	90.57	91.5	91.03
TCP 2026.05	90.57	91.37	90.97
TCP 2026.02	90.57	91.37	90.97
TCP 2026.07	90.57	91.37	90.97
TCP 2026.07	90.57	91.37	90.97
TCP 2026.07	90.57	91.37	90.97
KgCoOp 2025.03	90.5	91.7	91.09
KgCoOp 2025.12	90.5	91.7	91.09
KgCoOp 2026.05	90.5	91.7	91.1
KgCoOp 2026.02	90.5	91.7	91.09
KgCoOp 2026.07	90.5	91.7	91.09
KgCoOp 2026.07	90.5	91.7	91.09
KgCoOp 2026.07	90.5	91.7	91.09
MMRL++ 2026.05	90.47	91.73	91.1
ProGrad 2025.03	90.37	89.59	89.98
ProGrad 2026.03	90.37	89.59	89.98
ProGrad 2026.02	90.37	89.59	89.98
RPO 2026.02	90.33	90.83	90.58
ProVP 2026.03	90.32	90.91	90.61
ProVP 2026.05	90.32	90.91	90.61
ProVP 2026.02	90.32	90.91	90.61
ProDA 2026.02	90.3	88.57	89.43
ProText 2026.07	90.2	91.98	91.08
ProText 2026.07	90.2	91.98	91.08
ProText 2026.07	90.2	91.98	91.08
MMA 2025.03	90.13	91.3	90.71
MMAC 2026.05	90.13	91.3	90.71
MMA 2026.02	90.13	91.3	90.71
CLIP 2025.03	90.1	91.22	90.66
CLIP 2026.01	90.1	91.22	90.66
CLIP 2026.03	90.1	91.22	90.66
DeAR 2026.03	90.1	91.9	90.93
CLIP 2026.05	90.1	91.22	90.66
CLIP 2026.02	90.1	91.22	90.66
CLIP 2026.07	90.1	91.22	90.66
CLIP 2026.07	90.1	91.22	90.66
CLIP 2026.07	90.1	91.22	90.66
CoOp 2026.07	89.44	87.5	88.46
CoOp 2026.07	89.44	87.5	88.46
CoOp 2026.07	89.44	87.5	88.46
PromptKD 2026.03	89.43	91.27	90.34
IVLP 2026.02	89.37	90.3	89.83
2SFSLayerNorm 2025.03	89.11	91.34	90.21
2SFS 2026.02	89.11	91.34	90.21
ATPrompt 2026.07	88.86	88.95	88.9
ATPrompt 2026.07	88.86	88.95	88.9
ATPrompt 2026.07	88.86	88.95	88.9
2SFSLoRA 2025.03	88.47	89.96	89.21
CoOP 2025.03	88.33	82.26	85.19
CoOp 2025.12	88.33	82.26	85.19
CoOp 2026.03	88.33	82.26	85.19
CoOp 2026.05	88.33	82.26	85.19
CoOp 2026.02	88.33	82.26	85.19
CLIP-LoRA 2025.03	86.84	86.67	86.76
CLIP-LoRA 2026.02	86.84	86.67	86.76