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ResearchFormerly WizWand

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