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Closed-set Source-Free Domain Adaptation on Office-Home (test)

72.7Accuracy (Ar→Cl)

ProDe-V

Updated 1mo ago

Evaluation Results

Method	Links
ProDe-V 2024.06		72.7	92.3	90.5	82.5	91.5	90.7	82.5	72.5	90.8	83	72.6	92.2	84.5
DIFO-V 2024.06		70.6	90.6	88.8	82.5	90.6	88.8	80.9	70.1	88.9	83.4	70.5	91.2	83.1
ProDe-R 2024.06		64	90	88.3	81.1	90.1	88.6	79.8	65.4	89	80.9	65.5	90.2	81.1
DIFO-R 2024.06		62.6	87.5	87.1	79.5	87.9	87.4	78.3	63.4	88.1	80	63.3	87.7	79.4
DAMP-R 2024.06		59.7	88.5	86.8	76.6	88.9	87	76.3	59.6	87.1	77	61	89.9	78.2
AaD 2024.06		59.3	79.3	82.1	68.9	79.8	79.5	67.2	57.4	83.1	72.1	58.5	85.4	72.7
TPDS 2024.06		59.3	80.3	82.1	70.6	79.4	80.9	69.8	56.8	82.1	74.5	61.2	85.3	73.5
CPD 2024.06		59.1	79	82.4	68.5	79.7	79.5	67.9	57.9	82.8	73.8	61.2	84.6	73
ELR 2024.06		58.4	78.7	81.5	69.2	79.5	79.3	66.3	58	82.6	73.4	59.8	85.1	72.6
NRC 2024.06		57.7	80.3	82	68.1	79.8	78.6	65.3	56.4	83	71	58.6	85.6	72.2
PADCLIP-R 2024.06		57.5	84	83.8	77.8	85.5	84.7	76.3	59.2	85.4	78.1	60.2	86.7	76.6
COWA 2024.06		56.9	78.4	81	69.1	80	79.9	67.7	57.2	82.4	72.8	60.5	84.5	72.5
SHOT 2024.06		56.7	77.9	80.6	68	78	79.4	67.9	54.5	82.3	74.2	58.6	84.5	71.9
GKD 2024.06		56.5	78.2	81.8	68.7	78.9	79.1	67.6	54.8	82.6	74.4	58.5	84.8	72.2
ADCLIP-R 2024.06		55.4	85.2	85.6	76.1	85.8	86.2	76.7	56.1	85.4	76.8	56.1	85.5	75.9
PDA-R 2024.06		55.4	85.1	85.8	75.2	85.2	85.2	74.2	55.2	85.8	74.7	55.8	86.3	75.3
DAPL-R 2024.06		54.1	84.3	84.8	74.4	83.7	85	74.5	54.6	84.8	75.2	54.7	83.8	74.5
PLUE 2024.06		49.1	73.5	78.2	62.9	73.5	74.5	62.2	48.3	78.6	68.6	51.8	81.5	66.9
AdaCon 2024.06		47.2	75.1	75.5	60.7	73.3	73.2	60.2	45.2	76.6	65.6	48.3	79.1	65
Source 2024.06		43.7	67	73.9	49.9	60.1	62.5	51.7	40.9	72.6	64.2	46.3	78.1	59.2