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Noisy Test-Time Adaptation on ImageNet-S

43.23Accuracy (iNaturalist, Severity S)

DDE

Updated 1mo ago

Evaluation Results

Method	Links
DDE 2026.06		43.23	99.47	60.27	41.42	96.55	57.97	43.61	89.15	58.57	40.42	83.59	54.49	42.17	92.19	57.83
DMN 2026.06		42.69	98.36	59.54	41.54	87.94	56.42	40.8	75.12	52.88	41.32	78.53	54.14	41.59	84.99	55.75
OODD 2026.06		42.41	98.31	59.26	42.81	69.54	53	32.83	89.75	48.08	32.67	89.17	47.82	37.68	86.69	52.04
AdaND 2026.06		40.97	93.54	56.98	40.25	85.06	54.64	38.31	74.43	50.58	39.6	79.57	52.88	39.78	83.15	53.77
AdaNeg 2026.06		39.9	99.82	57.01	39.9	96.23	56.41	39.21	89.01	54.44	39.9	89.11	55.12	39.73	93.54	55.75
ZS-CLIP 2026.06		34.17	83.46	48.49	33.46	81.2	47.39	32.61	75.57	45.56	33.4	77.1	46.61	33.41	79.33	47.01
TPT 2026.06		32.16	86.52	46.89	31.55	83.86	45.85	30.74	77.39	44	31.56	80.05	45.27	31.5	81.95	45.5
Tent 2026.06		30.46	26.86	28.55	36.57	71.82	48.46	36.63	66.63	47.06	36.87	70.32	48.38	35.07	58.91	43.11