Multi-source Unsupervised Domain Adaptation on DomainNet target benchmark leaderboard · SOTA2 Research

Multi-source Unsupervised Domain Adaptation on DomainNet target

67Clipart AccuracyToAlign

Evaluation Results

Method	Links
ToAlign2021.06		67	25.9	57.8	12.2	70.7	56	48.2
Baseline2021.06		66.4	24.7	57.3	11.5	69.2	55.2	47.3
SImpAl1012022.09		66.4	26.5	56.6	18.9	68	55.5	48.6
T-SVDNet2022.09		66.1	25	54.3	16.5	65.4	54.6	47
PTMDA2022.09		66	28.5	58.4	13	63	54.1	47.2
MPA2022.09		65.2	47.3	62	10.2	82	57.9	54.1
PFSA2022.09		64.5	29.2	57.6	17.2	67.2	55.1	48.5
CMSS2021.06		64.2	28	53.6	16	63.4	53.8	46.5
HDA2021.06		63.6	25.9	56.1	16.6	69.1	54.3	47.6
Simple Prompt2022.09		63.1	41.2	57.7	10	75.8	55.8	50.6
LtC-MSDA2022.09		63.1	28.7	56.1	16.3	66.1	53.8	47.4
DAPL2022.09		62.4	43.8	59.3	10.6	81.5	54.6	52
GVBG2021.06		61.5	23.9	54.2	16.4	67.8	52.5	46
MLMSDA2021.06		61.4	26.2	51.9	19.1	57	50.3	44.3
CLIP2022.09		61.3	42	56.1	10.3	79.3	54.1	50.5
MDAN2021.06		60.3	25	50.3	8.2	61.5	51.3	42.8
M³SDA-β2021.06		58.6	26	52.3	6.3	62.7	49.5	42.6
M3SDA-B2022.09		58.6	26	52.3	6.3	62.7	49.5	42.6
M³SDA2021.06		57.2	24.2	51.6	5.2	61.6	49.6	41.5
MCD2021.06		54.3	22.1	45.7	7.6	58.4	43.5	38.5
MCD2022.09		54.3	22.1	45.7	7.6	58.4	43.5	38.5
DCTN2021.06		48.6	23.5	48.8	7.2	53.5	47.3	38.2
Source-Only2021.06		47.6	13	38.1	13.3	51.9	33.7	32.9
ADDA2021.06		47.5	11.4	36.7	14.7	49.1	33.5	32.2
DANN2021.06		45.5	13.1	37	13.2	48.9	31.8	32.6
DANN2022.09		45.5	13.1	37	13.2	48.9	31.8	32.6