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ResearchFormerly WizWand

Source-Free Domain Adaptation on DomainNet-126 Closed-set

78.2Accuracy (C → P)Co-learn-V

Evaluation results

Method	Links
Co-learn-V2026.04		78.2	89.2	76.2	82.7	89.2	76.3	82.5	78	76	82.5	78.3	89.2	81.5
DIFO++2026.04		78.1	89.7	76.5	81.7	89.6	77.2	82.3	80.2	75.9	82.3	79.4	89.7	81.9
DIFO2026.04		76.6	87.2	74.9	80	87.4	75.6	80.8	77.3	75.5	80.5	76.7	87.3	80
NRC-ViL2026.04		73.7	84.4	73.6	76.1	85.4	73.6	80.4	76.9	73.9	74.9	74.8	82.1	77.5
SHOT-ViL2026.04		72.8	84.5	72	75.1	85.2	72.2	78.2	75.5	71.6	75.2	73.6	83.2	76.6
TPDS-ViL2026.04		72.5	82.8	71.8	77.7	84.7	72.9	81.9	76.5	72.8	73.5	74.2	83	77
AaD-ViL2026.04		72.2	84.2	72	75.3	85.3	72.6	78.2	77.4	73.6	74.8	74.7	82.8	76.9
CoWA2026.04		64.6	80.6	60.6	66.2	79.8	60.8	69	67.2	60	69	65.8	79.9	68.6
SHOT2026.04		63.5	78.2	59.5	67.9	81.3	61.7	67.7	67.6	57.8	70.2	64	78	68.1
TPDS2026.04		62.9	77.1	59.8	65.6	79	61.5	66.4	67	58.2	68.6	64.3	75.3	67.1
NRC2026.04		62.6	77.1	58.3	62.9	81.3	60.7	64.7	69.4	58.7	69.4	65.8	78.7	67.5
SF(DA)²2026.04		61.5	75.3	59.6	67.8	83.5	61.6	68.8	70.5	60.2	68.5	67.7	75.1	68.3
SiLAN2026.04		61.3	75.7	58.9	59.2	77.3	57.2	65.3	66.1	56.5	71.3	65.6	74.5	65.7
AaD2026.04		60.6	75.2	58	58.2	79.7	54.6	63.3	67.8	54.6	70.6	66.8	76.4	65.5
PLUE2026.04		59.8	74	56	61.6	78.5	57.9	61.6	65.9	53.8	67.5	64.3	76	64.7
Source2026.04		44.6	59.8	47.5	53.3	75.3	46.2	55.3	62.7	46.4	55.1	50.7	59.5	54.7