Test-Time Adaptation on ImageNet-C severity level 5 (test) benchmark leaderboard · SOTA2 Research

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

63.6Acc (Gaussian)CoTTA

Evaluation Results

Method	Links
CoTTA2026.06		63.6	63.8	64.1	55.5	51.1	63.6	55.5	70	69.4	71.5	78.5	46.7	64.5	73.4	71.2	64.2
FOA2026.06		61.5	63.2	63.3	59.3	56.7	61.4	57.7	69.4	69.6	73.4	81.1	67.7	62.7	73.9	73	66.3
ActMAD2026.06		61.3	62.8	63.2	55.9	55.7	62.7	61.7	70.8	68.8	73.5	80.8	62.3	67.8	74.8	73	66.3
TENT2026.06		60.3	61.6	61.8	59.2	56.5	63.5	59.2	54.3	64.5	2.3	79.1	67.4	61.5	72.5	70.6	59.6
DeYO2026.06		59.8	61.5	61.1	57.4	59	64.5	61.9	69.1	66.7	69.5	78.9	65.3	69.6	74	72.5	66.4
SAR2026.06		59.2	60.5	60.7	57.5	55.6	61.8	57.6	65.9	63.5	69.1	78.7	45.7	62.4	71.9	70.3	62.7
DOME2026.06		58.8	60.7	60.6	58.8	58.7	64.7	64.4	70.5	68.9	72.7	79.9	62.2	70.8	75.8	73	66.7
Baseline2026.06		56.8	56.8	57.5	46.9	35.6	53.1	44.8	62.2	62.5	65.7	77.7	32.6	46	67	67.6	55.5
EATA + clip2026.06		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
EATA2026.06		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-Tent2026.06		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-Tent2026.06		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-EATA2026.06		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-EATA2026.06		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-Tent2026.06		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-EATA2026.06		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-Tent2026.06		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-EATA2026.06		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
Tent2026.06		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
Source2026.06		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 + clip2026.06		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-Tent2026.06		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-EATA2026.06		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