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

Noisy Test-Time Adaptation on ImageNet-S

43.23Accuracy (iNaturalist, Severity S)DDE

Evaluation Results

Method	Links
DDE2026.06		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
DMN2026.06		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
OODD2026.06		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
AdaND2026.06		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
AdaNeg2026.06		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-CLIP2026.06		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
TPT2026.06		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
Tent2026.06		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