Image Classification on ImageNet A, V, R, S (val) benchmark leaderboard · SOTA2 Research

Image Classification on ImageNet A, V, R, S (val)

72.25ImageNet AccuracyDMN

Evaluation Results

Method	Links
DMN2025.08		72.25	58.28	65.17	78.55	53.2	63.8	65.49
DPE2025.08		71.91	59.63	65.44	80.4	52.26	64.43	65.93
ADAPT2025.08		71.56	63.77	65.59	80.64	53.87	65.97	67.09
AWT2025.08		71.32	60.33	65.15	80.64	51.6	64.43	65.81
ADAPT2025.08		70.91	63.32	64.64	80.66	53.13	65.44	66.53
Frolic2025.08		70.9	60.4	64.7	80.7	53.3	64.78	66
Tip-Adapter2025.08		70.75	51.04	63.41	77.76	48.88	60.27	62.37
Dota2025.08		70.68	61.19	64.41	81.17	51.33	64.53	65.76
RA-TTA2025.08		70.58	59.21	64.16	79.68	50.83	63.47	64.89
TPS2025.08		70.38	59.21	63.8	77.49	49.57	62.52	64.09
DiffTPT2025.08		70.3	55.68	65.1	75	46.8	60.65	62.58
TransCLIP2025.08		70.3	49.5	62.3	75	49.7	59.13	61.36
BCA2025.08		70.22	61.14	64.9	80.72	50.87	64.41	65.57
MTA2025.08		70.08	58.06	64.24	78.33	49.61	62.56	64.06
DynaPrompt2025.08		69.61	56.17	64.67	78.17	48.22	61.81	63.37
B2 TPT2025.08		69.57	55.26	65.4	78.64	49.53	62.21	63.68
TDA2025.08		69.51	60.11	64.67	80.24	50.54	63.89	65.01
ZERO2025.08		69.31	59.61	64.16	77.22	48.4	62.35	63.74
TPT2025.08		68.98	54.77	63.45	77.06	47.97	60.81	62.45
TCA2025.08		68.88	50.13	62.1	77.11	48.95	59.57	61.43
C-TPT2025.08		68.5	51.6	62.7	76	47.9	59.55	61.34
CLIP2025.08		66.74	47.79	60.89	73.99	46.12	57.2	59.11
TIMO2025.08		64.63	22.06	56.4	58.47	35.96	43.22	47.5
GDA-CLIP2025.08		64.13	19.72	55.67	55.3	34.32	41.25	45.83
DMN2025.08		63.87	28.57	56.12	61.44	39.84	46.49	49.97
DPE2025.08		63.41	30.15	56.72	63.72	40.03	47.66	50.81
ADAPT2025.08		62.94	33.72	56.57	63.11	41.19	48.65	51.51
TPS2025.08		62.27	29.8	60.04	55.49	35.74	45.27	48.67
ADAPT2025.08		62.16	33.08	55.97	62.69	40.21	47.99	50.82
Dota2025.08		61.82	30.81	55.27	62.81	37.52	46.6	49.65
BCA2025.08		61.81	30.35	56.58	62.89	38.04	46.97	49.93
DynaPrompt2025.08		61.56	27.84	55.12	60.63	35.64	44.81	48.16
TDA2025.08		61.35	30.29	55.54	62.58	38.12	46.63	49.58
DiffTPT2025.08		60.8	31.06	55.8	58.8	37.1	45.69	48.71
TPT2025.08		60.74	26.67	54.7	59.11	35.09	43.89	47.26
C-TPT2025.08		60.2	23.4	54.7	58	35.1	42.8	46.28
CLIP2025.08		58.16	21.83	51.41	56.15	33.37	40.69	44.18
TransCLIP2025.08		58	21.93	51.54	35.15	52.79	40.35	43.88