Image Classification on FGVC Aircraft (Base/Novel/HM) benchmark leaderboard · SOTA2 Research

Image Classification on FGVC Aircraft (Base/Novel/HM)

47.08Base AccuracyProVP

Evaluation Results

Method	Links
ProVP2026.03		47.08	29.87	36.55
LwEIB2026.03		45.11	42.6	43.82
EvoPrompt2026.03		43.2	39.14	41.07
PromptSRC2026.03		42.73	37.87	40.15
P-SRC2026.03		42.73	37.87	40.15
HPT2026.03		42.68	38.13	40.28
HeBA2026.03		42.38	40.71	41.53
TCP2026.03		41.97	34.43	37.83
MMA2026.03		40.57	36.33	38.33
CoOp2026.03		40.44	22.3	28.75
CoOp2026.03		40.44	22.3	28.75
MetaPrompt2026.03		40.14	36.51	38.24
LASP-V2026.03		38.05	33.2	35.46
MaPLe2026.03		37.44	35.61	36.5
MaPLe2026.03		37.44	35.61	36.5
RPO2026.03		37.33	34.2	35.7
ProDA2026.03		36.9	34.13	35.46
ProDA2026.03		36.9	34.13	35.46
GalLoP + CAKI2026.05		36.7	40	38.3
MMA2026.03		36.33	40.57	38.33
KgCoOp2026.03		36.21	33.55	34.83
KgCoOp2026.03		36.21	33.55	34.83
TCP + CAKI2026.05		36.2	34.9	35.5
GalLoP2026.05		35.9	37.8	36.8
TCP2026.05		35.6	33.5	34.5
PromptSRC + CAKI2026.05		35	38.5	36.7
PromptSRC2026.05		34.3	37.1	35.7
MaPLe + CAKI2026.05		33.6	38.5	35.9
CoCoOp2026.03		33.41	23.71	27.74
CoOpOp2026.03		33.41	23.71	27.74
MaPLe2026.05		32.5	37.2	34.7
CoCoOp + CAKI2026.05		31.7	37.6	34.4
CoOp + CAKI2026.05		31.6	34.4	32.9
CoOp2026.05		30.6	28.7	29.6
CoCoOp2026.05		30.3	36.7	33.2
CLIP2026.05		27.7	36.5	31.5
CLIP2026.03		27.19	36.29	31.09
CLIP2026.03		27.19	36.29	31.09