Noisy Test-Time Adaptation on ImageNet V2 benchmark leaderboard · SOTA2 Research

Noisy Test-Time Adaptation on ImageNet V2

59.84Accuracy (iNaturalist, S)DDE

Evaluation Results

Method	Links
DDE2026.06		59.84	99.52	74.74	56.64	97.51	71.66	55.41	94.77	69.93	56.72	87.52	68.83	57.15	94.83	71.29
AdaND2026.06		56.32	97.06	71.28	54.78	86.64	67.12	57.28	80.61	66.97	55.81	79.24	65.49	56.05	85.89	67.72
DMN2026.06		55.22	98.02	70.64	54.33	86.09	66.62	53.84	70.5	61.05	54.18	75.53	63.1	54.39	82.53	65.35
OODD2026.06		53.01	99.45	69.16	53.6	90.48	67.32	55.53	77.8	63.42	53.57	79.52	64.02	53.43	86.81	65.98
AdaNeg2026.06		52.36	99.43	66.27	50.73	95.53	66.27	51.21	88.88	64.98	50.75	86.7	64.02	51.26	92.64	65.97
ZS-CLIP2026.06		48.01	85.72	61.55	47.37	83.23	60.38	46.81	77.54	58.38	47.39	79.41	59.36	47.39	81.47	59.92
Tent2026.06		47.94	76.98	59.08	48.28	80.5	60.36	47.56	74.47	58.05	48.34	77.37	59.5	48.03	77.33	59.25
TPT2026.06		46.63	88.37	61.05	46.12	85.58	59.94	45.21	79.14	57.55	46.02	81.95	58.94	46	83.76	59.37