Image Classification on ImageNet Source to 10 Fine-Grained Targets (test)

96.96Caltech101 AccuracyFGA

Evaluation results

Method
FGA2025.01	96.96	91.28	68.93	72.11	26.97	69.29	49.76	47.58	84.95	68.17	67.6	—
LPT2024.10	95	90.87	66.5	73.4	25.67	68	43.95	54.13	86.53	69.27	67.33	71.77
EvoPrompt2026.03	94.9	90.4	65.8	72.5	24.2	67.4	46.92	49.4	87.4	69.3	66.82	71.63
HeBA2026.03	94.81	92.2	65.41	73.04	27.09	68.22	50.71	58.99	86.13	70.45	68.71	71.5
LwEIB2026.03	94.51	92.5	66.58	73.03	27.7	69.33	50.63	55.37	86.37	70.03	68.61	71.31
ZERO+MaPLe2025.01	94.48	90.6	68.58	71.62	26.25	68.2	45.86	42.17	86.77	69.87	66.44	—
CoCoOp2025.01	94.43	90.14	65.32	71.88	22.94	67.36	45.73	39.23	83.97	68.44	64.94	—
CoCoOp2026.03	94.43	90.14	65.32	71.88	22.94	67.36	45.73	45.37	86.06	68.21	65.74	71.02
CoCoOp2026.03	94.43	90.14	65.32	71.88	22.94	67.36	45.73	45.37	86.06	68.21	65.74	71.02
CoCoOp2024.10	94.43	90.14	65.32	71.88	22.94	67.36	45.73	45.37	86.06	68.21	65.74	71.02
TDA2025.01	94.24	88.63	67.28	71.42	23.91	67.54	47.4	58	86.14	70.66	67.53	—
HPT2026.03	94.2	92.63	66.33	74.84	25.68	68.75	50.87	47.36	86.21	70.5	67.74	71.72
TPT2025.01	94.16	87.79	66.87	68.98	24.78	65.5	47.75	42.44	84.67	68.04	65.1	—
PromptAlign2025.01	94.01	90.76	68.5	72.39	24.8	67.54	47.24	47.86	86.65	69.47	66.92	—
TCP2026.03	93.97	91.25	64.69	71.21	23.45	67.15	44.35	51.45	86.69	68.73	66.29	71.4
TCP2024.10	93.97	91.25	64.69	71.21	23.45	67.15	44.35	51.45	86.69	68.73	66.29	71.4
ZERO+CoOp2025.01	93.85	88.36	64.9	67.23	19.14	64.73	43.62	33.53	82.67	66.61	62.46	—
MMA2026.03	93.8	90.3	66.13	72.07	25.33	68.17	46.57	49.24	86.12	68.32	66.61	71
MMA2026.03	93.8	90.3	66.13	72.07	25.33	68.17	46.57	49.24	86.12	68.32	66.61	71
MMA2024.10	93.8	90.3	66.13	72.07	25.33	68.17	46.57	49.24	86.12	68.32	66.61	71
TPT+CoOp2025.01	93.75	88.93	67.06	68.25	25.89	66.4	47.15	48.78	83.82	66.53	65.66	—
CoOp2025.01	93.7	89.14	64.51	68.71	18.47	64.15	41.92	46.39	85.3	66.55	63.88	—
CoOp2026.03	93.7	89.14	64.51	68.71	18.47	64.15	41.92	46.39	85.3	66.55	63.88	71.51
CoOp2026.03	93.7	89.14	64.51	68.71	18.47	64.15	41.92	46.39	85.3	66.55	63.88	71.51
CLIP2024.10	93.7	89.1	65.7	70.7	24.9	62.6	44.3	48.3	85.9	67.6	65.24	66.7
CoOp2024.10	93.7	89.14	64.51	68.71	18.47	64.15	41.92	46.39	85.3	66.55	63.88	71.51
ZERO2025.01	93.66	87.75	68.04	67.68	25.21	65.03	46.12	34.33	86.53	67.77	64.21	—
C-TPT2025.01	93.6	88.2	65.8	69.8	24	64.8	46	43.2	83.7	65.7	64.48	—
PromptSRC2026.03	93.6	90.25	65.7	70.25	23.9	67.1	46.87	45.5	86.15	68.75	65.81	71.27
P-SRC2026.03	93.6	90.25	65.7	70.25	23.9	67.1	46.87	45.5	86.15	68.75	65.81	71.27
PromptSRC2024.10	93.6	90.25	65.7	70.25	23.9	67.1	46.87	45.5	86.15	68.75	65.81	71.27
TPT+MaPLe2025.01	93.59	90.72	66.5	72.37	24.7	67.54	45.87	47.8	86.64	69.19	66.5	—
MaPLe2026.03	93.53	90.49	65.57	72.23	24.74	67.01	46.49	48.06	86.2	68.69	66.3	70.72
MaPLe2026.03	93.53	90.49	65.57	72.23	24.74	67.01	46.49	48.06	86.2	68.69	66.3	70.72
CLIP-ViT-B/162025.01	93.35	88.25	65.48	67.44	23.67	62.59	44.27	42.01	83.65	65.13	63.58	—
CLIP2026.03	92.98	89.13	65.29	71.3	24.9	62.59	44.56	47.84	86.11	66.83	65.15	66.72
DiffTPT2025.01	92.49	88.22	67.01	70.1	25.6	65.74	47	43.13	87.23	62.67	64.92	—