Image Classification on Food101 (Base, Novel, HM Metrics)

91.8Base AccuracyGalLoP + CAKI

Evaluation Results

Method
GalLoP + CAKI2026.05	91.8	93.4	92.6
GalLoP+CAKI2026.05	91.2	93.3	92.2
TCP+CAKI2026.05	91.1	92.2	91.6
MAIL++2026.05	91.1	91.97	91.53
PromptSRC+CAKI2026.05	90.9	91.8	91.4
GalLoP2026.05	90.9	91.5	91.2
TCP+CAKI2026.05	90.8	92.5	91.6
FCPrompt-G2026.05	90.76	92.19	91.47
MMRL++2026.05	90.73	92.35	91.53
DeKg2026.05	90.73	91.55	91.14
BIP-D2026.05	90.73	91.23	90.98
MaPLe2026.05	90.71	92.05	91.38
MaPLe+CAKI2026.05	90.7	92.2	91.4
CoOpOp2026.05	90.7	91.29	90.99
PromptSRC2026.05	90.67	91.53	91.1
CoOpOp2026.05	90.66	91.58	91.12
TCP2026.05	90.6	91.2	90.9
MaPLe + CAKI2026.05	90.6	92	91.3
TCP + CAKI2026.05	90.6	92.2	91.4
TCP2026.05	90.57	91.53	91.05
TCP2026.05	90.57	91.37	90.97
MMRL2026.05	90.57	91.5	91.03
MAIL2026.05	90.54	91.77	91.15
MMRL2026.05	90.52	91.82	91.17
MaPLe2026.05	90.5	91.8	91.1
GalLoP2026.05	90.5	92.5	91.5
KgCoOp2026.05	90.5	91.7	91.09
CoCoOp2026.05	90.4	91.5	90.9
PromptSRC2026.05	90.4	91.5	91
CoCoOp + CAKI2026.05	90.4	91.8	91.1
PromptSRC + CAKI2026.05	90.4	91.9	91.1
PromptSRC2026.05	90.3	91.4	90.8
MaPLe2026.05	90.29	91.54	90.91
CLIP-Adapter2026.05	90.29	91.12	90.7
CoOp2026.05	90.26	91.25	90.75
KgCoOp2026.05	90.24	91.5	90.87
CLIP2026.05	90.2	91.4	90.8
MMA2026.05	90.13	91.3	90.71
CLIP2026.05	90.1	91.3	90.7
MaPLe2026.05	90.1	91.5	90.8
TCP2026.05	90.1	91.5	90.8
CLIP2026.05	90.1	91.22	90.66
CLIP2026.05	90.07	91.15	90.61
TCP2026.05	90	91.2	90.6
CoCoOp+CAKI2026.05	89.9	91.6	90.7
CoCoOp2026.05	89.8	91.2	90.5
CoOp2026.05	89.6	88.9	89.3
MaPLe+CAKI2026.05	89.6	91.3	91.3
PromptSRC+CAKI2026.05	89.5	91.2	90.3
CoOp+CAKI2026.05	89.3	91.5	90.4
A3B22026.05	89.21	91.75	90.46
CoCoOp2026.05	89.2	90.7	89.9
RPO2026.05	88.92	89.73	89.32
MMA2026.05	88.88	90.51	89.69
GalLoP+CAKI2026.05	88.8	91.9	90.3
CoOp2026.05	88.33	82.26	85.19
CoOp + CAKI2026.05	88.3	83.9	86
CoOp2026.05	88.2	90.9	89.5
MaPLe2026.05	87.9	90.4	89.1
PromptSRC2026.05	87.8	91.4	89.6
MaPLe + Bi-CoG2025.10	87.46	—	91.67
CoOp2026.05	87.3	82.4	84.8
PromptSRC + Bi-CoG2025.10	86.65	—	91.25
GalLoP2026.05	86.5	91.7	89
MaPLe2025.10	86.47	—	90.83
PromptSRC2025.10	86.47	—	90.91
CLIP2025.10	85.6	—	90.39
CoOp + Bi-CoG2025.10	85.03	—	90.54
CoOp2025.10	80.03	—	85.82