Online Continual Test-Time Adaptation on LAION-C κ = 0.5 (severity = 1) benchmark leaderboard · SOTA2 Research

Online Continual Test-Time Adaptation on LAION-C κ = 0.5 (severity = 1)

66.9Places-L AccuracyDOCO

Evaluation Results

Method	Links
DOCO2026.04		66.9	77.6	65.7	82.4	64.9	94.9	65.4	89.7	66.2	68.8	64.7	75.7	65.6	81.5	72.3
DPCore2026.04		65.2	78.8	62.3	80.4	52.9	86.5	62.9	87.1	64.6	67.8	62.3	75.9	61.7	79.4	68.9
EATA2026.04		61.7	64.5	61.6	72.4	59.9	78.5	60.7	77	61.9	62.6	61.9	65.2	61.3	70	64.9
UniEnt2026.04		61.4	70.6	61.2	82.1	61	88.2	61.2	85	60.7	64	60.8	69.3	61	76.5	67.3
E-COME2026.04		60.5	73.3	48.7	72.2	59.9	86.5	61	81.4	60.9	59.6	59.9	70.1	58.5	73.8	64.2
OSTTA2026.04		56.8	58.1	54.6	55.1	52.2	60.5	54.5	60.2	57.9	63.1	57.2	64.1	55.5	60.2	57
Source2026.04		51.4	63.8	51.4	68.9	51.4	77.7	51.4	72.6	51.4	60.8	51.4	66.5	51.4	68.4	57.2
CoTTA2026.04		51.3	61.6	51.3	65	51.3	72.4	51.2	68.8	51.3	60.8	50.4	64.1	51.1	65.4	55.9
STAMP2026.04		51.3	68	51.2	67.7	51.2	75.1	51.3	70.9	51.2	62.2	51.2	67.8	51.2	68.6	57.7
ViDA2026.04		30.8	46.8	33.6	45	29.1	37.4	29.5	42.1	35	62.2	29.7	55.3	31.3	48.1	34.2
SAR2026.04		29.1	52.2	39.6	56.3	31.6	57.5	32.4	58	52.2	61.8	51.5	66.7	39.4	58.7	44.4
Tent2026.04		2.5	47.9	2.8	50.9	1.6	39.6	1.7	54.1	2.5	53.8	2.1	51.9	2.2	49.7	3.5
S-COME2026.04		1.8	46.3	12.4	53.9	16.2	53.2	1.5	55.1	59.6	57	48.1	61.9	23.3	54.6	25.1