Domain Generalization on ImageNet Variants (V2, S, A, R) (test)

67.03ImageNet-V2 AccuracyMetaTPT

Evaluation Results

Method
MetaTPT2025.12	67.03	—	49.36	62.8	77.78	64.24
TPT2025.12	66.83	—	49.29	57.95	77.27	62.84
MetaTPT2025.12	66.46	—	51.37	62.83	79.63	65.07
MetaTPT2025.12	66.4	—	51.49	58.47	80.31	64.17
ManiPT2026.02	66.12	72.92	50.63	51.97	78.79	61.88
TAC2026.02	65.97	72.77	50.3	51.73	78.5	61.63
PromptAlign2025.12	65.29	—	50.23	59.37	79.33	63.56
TransAgent2024.10	64.87	72	49.63	51.23	77.53	60.82
TPT2025.12	64.87	—	48.16	58.08	78.12	62.31
ProGrad2023.06	64.73	72.24	47.61	49.39	74.58	59.07
TPT2025.12	64.49	—	49.09	50.26	77.31	60.29
MMRL2025.12	64.47	—	49.17	51.2	77.53	60.59
UPT2023.06	64.35	72.63	48.66	50.66	76.24	59.98
PromptSRC2023.06	64.35	71.27	49.55	50.9	77.8	60.65
PromptSRC2024.10	64.35	71.27	49.55	50.9	77.8	60.65
CoPrompt2023.06	64.25	70.8	49.43	50.5	77.51	60.42
CoPrompt2026.02	64.25	70.8	49.43	50.5	77.51	60.42
Bayesian Prompt2023.06	64.23	70.93	49.2	51.33	77	60.44
CoOp2023.06	64.2	71.51	47.99	49.71	75.21	59.28
CoOp2024.10	64.2	71.51	47.99	49.71	75.21	59.28
CoOp2025.12	64.2	—	47.99	49.71	75.21	59.28
CoOp2026.02	64.2	71.51	47.99	49.71	75.21	59.28
KgCoOp2023.06	64.1	71.2	48.97	50.69	76.7	60.11
Co-CoOp2023.06	64.07	71.02	48.75	50.63	76.18	59.9
MaPLe2023.06	64.07	70.72	49.15	50.9	76.98	60.26
CoCoOp2024.10	64.07	71.02	48.75	50.63	76.18	59.91
MaPLe2024.10	64.07	70.72	49.15	50.9	76.98	60.27
MaPLe2025.12	64.07	—	49.15	50.9	76.98	60.28
CoCoOp2026.02	64.07	71.02	48.75	50.63	76.18	59.91
MaPLe2026.02	64.07	70.72	49.15	50.9	76.98	60.27
PromptSRC2025.11	63.9	70.53	49.23	50.87	77.49	62.4
MetaTPT2025.12	63.87	—	47.97	60.04	76.73	62.15
Co-CoOp2025.11	63.71	70.9	48.18	49.91	76.28	61.8
MaPLe2025.11	63.48	70.55	48.71	50.59	75.95	61.86
TPT2025.12	63.45	—	47.94	54.77	77.06	60.81
CLIP2025.12	60.86	—	46.09	47.87	73.98	57.2
CLIP2023.06	60.83	66.73	46.15	47.77	73.96	57.17
CLIP2024.10	60.83	66.72	46.15	47.77	73.96	57.18
Lin. P. w/ PCA and FastICA2024.02	58.45	—	38.41	37.17	63.89	49.48
Lin. P. w/ FastICA2024.02	58.38	—	38.75	38.28	65.45	50.22
Lin. P.2024.02	57.01	—	35.43	35.41	60.96	47.2
MaPLe2025.03	56.7	64.2	41.7	32	67.7	49.52
StyLIP2025.03	56.6	64	40.9	31.7	66.7	48.98
CoOp2025.03	56.5	63.8	41.4	31.4	66.8	49.02
OSLOPROMPT2025.03	56.5	64.2	42	32.1	68.2	49.7
CoCoOp2025.03	56.4	64.4	41	32.1	66.7	49.05
KgCoOp2025.03	56.2	64.2	41.7	31.4	67.7	49.25
ODG-CLIP2025.03	53.1	61.3	38.7	28.9	63.5	46.05
Lin. P. w/ PCA and FastICA2024.02	52.39	—	30.39	20.96	51.61	38.84
Lin. P. w/ FastICA2024.02	51.95	—	30.3	20.81	51.82	38.72
Lin. P. w/ FastICA2024.02	51.85	—	27.29	19.89	49.29	37.08
Lin. P. w/ PCA and FastICA2024.02	51.44	—	28.86	19.97	50.32	37.64
Lin. P.2024.02	50.92	—	28.81	19.72	49.18	37.15
Lin. P.2024.02	50.36	—	25.8	18.64	46.61	35.35
Lin. P. w/ FastICA2024.02	47.78	—	19.77	13.15	38.05	29.69
Lin. P. w/ PCA and FastICA2024.02	47.67	—	20.39	12.89	38.76	29.93
Lin. P.2024.02	45.45	—	18.22	12.52	34.09	27.77