Open-set Test-Time Adaptation on LAION-C (severity = 3, kappa = 0.5) benchmark leaderboard · SOTA2 Research

Open-set Test-Time Adaptation on LAION-C (severity = 3, kappa = 0.5)

28.1Places-L ACCDOCO

Evaluation Results

Method	Links
DOCO2026.04		28.1	62.2	24.4	64.8	25.7	78.2	23.2	71.2	26.1	53.7	24.6	59.2	25.4	64.9	32.7
UniEnt2026.04		24	58.3	23.8	64.5	23.7	66	23.6	64.5	24.4	54.4	23.1	57	23.8	60.8	29.3
EATA2026.04		23.9	56	23.3	59.9	20.7	59.6	22.5	60.3	25	54.4	23.1	55.1	23.1	57.5	27.9
DPCore2026.04		23.4	61.6	21.1	63.3	20.6	65.5	25	64.2	24.8	55.6	23.9	59.8	23.1	61.7	30.3
STAMP2026.04		16.4	53.5	15.6	54.1	15.3	56.5	16	53.8	16.2	55	15.7	55.9	15.9	54.8	19.5
OSTTA2026.04		16.3	49.4	16.7	48.6	15.6	47.6	14.5	48.6	17.1	54.4	16.9	53.7	16.2	50.4	17.5
Source2026.04		16.2	52.2	16.2	54.8	16.2	58.9	16.2	54.9	16.2	54.8	16.2	55.8	16.2	55.2	19.1
CoTTA2026.04		16.2	50.7	16.1	51.7	16.1	56.1	16.1	52.8	16.1	54.5	16.1	54.8	16.1	53.4	18.5
SAR2026.04		7.6	50.6	9.4	51.8	4.5	47.9	4.6	48.4	13.6	54.4	5.1	51.5	7.5	50.8	9.6
E-COME2026.04		4.6	53.1	17.9	57.6	16.5	63.6	18.1	61.4	18.8	52.3	17.3	56.4	15.5	57.4	19.9
ViDA2026.04		2.5	42.7	3.2	48.6	2.7	36.5	2	40.4	2.2	49	2.4	47.1	2.5	44	3.9
Tent2026.04		0.2	47.4	0.2	58.9	0.4	46.5	0.2	49.8	0.4	49.3	0.2	53.4	0.3	50.9	0.6
S-COME2026.04		0.1	46.4	0.1	55.4	0.2	47.6	0.1	48.8	0.1	53.3	0.1	54.2	0.1	51	0.3