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ResearchFormerly WizWand

Source-Free Domain Adaptation on Office-Home

59.1Ar→Cl AccuracyNS-WS

Evaluation results

Method	Links
NS-WS2026.04		59.1	79.1	82.4	70	79.8	78.8	68.8	57	82.3	73.9	60.1	85	73
CE+OGC2026.04		58.6	79	82.1	69.9	79.1	78.6	68.6	55	81.6	73.8	60	84.1	72.5
LOW2026.04		58.1	78.8	82.1	69.5	79.7	78.5	68.2	55.3	81.9	73.8	59.5	83.9	72.4
Baseline2026.04		58	78.8	81.9	69.4	79.7	78.7	68.2	55	81.9	73.8	58.7	83.8	72.3
LS2026.04		58	78.7	82	69.3	79.7	78.6	68.3	55.3	81.9	73.8	59.7	83.9	72.4
Focal Loss2026.04		57.9	78.8	82	69.2	79.8	78.6	68.3	55.4	81.8	73.7	59.9	83.7	72.4
PolyLoss2026.04		57.9	78.6	82	69.7	79.7	78.5	67.9	55	81.9	73.5	59.6	83.9	72.3
CBS2026.04		57.9	78.3	81.7	68.7	79.6	78.3	68.3	55.4	82.1	72.8	59.4	84.2	72.2
PBS2026.04		57.6	78.5	82.2	68.4	79.7	78.6	68.4	56.3	82.2	73.5	59.5	83.9	72.4
GCE2026.04		57.5	77.7	80.9	68.8	76.5	77.3	66.9	54.5	80.9	73.8	58.7	84.1	71.5
SRS2026.04		57.4	78.7	81.6	68.4	79.5	78.5	68	56.1	81.9	73.5	58.4	84.5	72.2
APL2026.04		57.2	77.8	82.1	68.9	76.8	78.5	67.7	54.1	81.5	73.1	58.4	84.1	71.7
ANL2026.04		57.1	77.6	80.3	67.5	75.6	76.4	65.7	54.9	80.6	73.4	59.2	83.8	71
CEϵ+MAE2026.04		56.9	77.9	80.6	68.4	76	76.9	66.4	54.4	80.8	73.6	59.2	84	71.3
NLNL2026.04		56.4	77.5	80.1	67.4	75.6	76.3	65.5	54.8	80.5	73.4	59	83.5	70.8
AUL2026.04		56	77.9	81.6	66.6	79	77.7	66	52.4	81.1	72.6	57.5	84	71
SCE2026.04		54.5	78.3	80.6	63.8	76.7	76.2	65.3	50.4	80.6	70.5	53.7	82.8	69.4