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Test-Time Adaptation on ImageNet-C severity level 5 (test)

48.4Acc (Gaussian)

EATA + clip

Updated 1d ago

Evaluation Results

Method	Links
EATA + clip 2026.06		48.4	52.6	53.2	39.3	45.4	49.1	53.3	58	60.5	65.1	75.8	57	59.8	65.9	66.8	56.7
EATA 2026.06		48.3	50.9	51.6	43.8	42	50.1	52.6	57.9	59.5	64.6	76.3	52.4	55.2	63.9	66.9	55.7
DP-Tent 2026.06		44.7	48.8	50.5	37.3	37.1	46.3	49.2	52.4	56.5	59	73.8	54.4	41.8	59.4	63.4	51.6
DP-Tent 2026.06		44.7	48.7	50.3	36.9	37.2	46	49.1	52.3	56.5	58.9	73.6	53.9	40.9	59.6	63.2	51.5
DP-EATA 2026.06		44.7	48.8	50.3	37.2	37.4	46.3	49.1	52.2	56.4	58.7	73.2	53.9	41.9	59	63	51.5
DP-EATA 2026.06		44.6	48.6	50.2	36.8	37.4	46	49	52.1	56.4	58.6	73.1	53.4	40.9	59.1	62.9	51.3
DP-Tent 2026.06		44.5	48.5	50.1	35.5	34.9	45.4	48.8	51.9	56.2	58.4	73.3	52.9	40.5	59.2	63.1	50.9
DP-EATA 2026.06		44.5	48.4	50	35.4	35.2	45.3	48.7	51.7	56	58.1	72.8	52.4	40.6	58.7	62.8	50.7
DP-Tent 2026.06		43.4	46.9	48.1	32.3	33.7	43.3	46.7	50.2	55.2	57.9	72.9	50	36.3	57.9	63.6	49.2
DP-EATA 2026.06		43.4	46.8	48	32.2	33.9	43.2	46.6	50.1	55.2	57.7	72.6	49.7	36.3	57.6	63.2	49.1
Tent 2026.06		43.2	47.1	48.8	39.1	34.4	45.5	46.6	50.5	53.6	60.5	74.1	55.1	7.6	2.6	0.2	40.6
Source 2026.06		41.6	41.1	41.5	35.4	15.9	37.1	37.2	43.4	53.2	45	73.3	41.9	25.2	56.3	60.6	43.2
Tent + clip 2026.06		41.6	44.8	46.8	32.5	23.5	40.1	42.6	47.7	50.8	59.5	72.7	50.1	9.2	48.5	58.6	45.6
DP-Tent 2026.06		41.6	41.2	41.6	36.1	16.1	37.2	37.8	43.8	52.5	45.4	73.2	42.3	25.6	56.7	60.9	43.5
DP-EATA 2026.06		41.6	41.2	41.6	36.1	16.1	37.2	37.8	43.8	52.5	45.4	73.2	42.4	25.6	56.7	60.9	43.5