Closed-set Source-Free Domain Adaptation on Office-Home (test) benchmark leaderboard · SOTA2 Research

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

72.7Accuracy (Ar→Cl)ProDe-V

Evaluation Results

Method	Links
ProDe-V2024.06		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-V2024.06		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-R2024.06		64	90	88.3	81.1	90.1	88.6	79.8	65.4	89	80.9	65.5	90.2	81.1
DIFO-R2024.06		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-R2024.06		59.7	88.5	86.8	76.6	88.9	87	76.3	59.6	87.1	77	61	89.9	78.2
AaD2024.06		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
TPDS2024.06		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
CPD2024.06		59.1	79	82.4	68.5	79.7	79.5	67.9	57.9	82.8	73.8	61.2	84.6	73
ELR2024.06		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
NRC2024.06		57.7	80.3	82	68.1	79.8	78.6	65.3	56.4	83	71	58.6	85.6	72.2
PADCLIP-R2024.06		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
COWA2024.06		56.9	78.4	81	69.1	80	79.9	67.7	57.2	82.4	72.8	60.5	84.5	72.5
SHOT2024.06		56.7	77.9	80.6	68	78	79.4	67.9	54.5	82.3	74.2	58.6	84.5	71.9
GKD2024.06		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-R2024.06		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-R2024.06		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-R2024.06		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
PLUE2024.06		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
AdaCon2024.06		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
Source2024.06		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