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Multi-source Unsupervised Domain Adaptation on DomainNet target

67Clipart Accuracy

ToAlign

Updated 1mo ago

Evaluation Results

Method	Links
ToAlign 2021.06		67	25.9	57.8	12.2	70.7	56	48.2
Baseline 2021.06		66.4	24.7	57.3	11.5	69.2	55.2	47.3
SImpAl101 2022.09		66.4	26.5	56.6	18.9	68	55.5	48.6
T-SVDNet 2022.09		66.1	25	54.3	16.5	65.4	54.6	47
PTMDA 2022.09		66	28.5	58.4	13	63	54.1	47.2
MPA 2022.09		65.2	47.3	62	10.2	82	57.9	54.1
PFSA 2022.09		64.5	29.2	57.6	17.2	67.2	55.1	48.5
CMSS 2021.06		64.2	28	53.6	16	63.4	53.8	46.5
HDA 2021.06		63.6	25.9	56.1	16.6	69.1	54.3	47.6
Simple Prompt 2022.09		63.1	41.2	57.7	10	75.8	55.8	50.6
LtC-MSDA 2022.09		63.1	28.7	56.1	16.3	66.1	53.8	47.4
DAPL 2022.09		62.4	43.8	59.3	10.6	81.5	54.6	52
GVBG 2021.06		61.5	23.9	54.2	16.4	67.8	52.5	46
MLMSDA 2021.06		61.4	26.2	51.9	19.1	57	50.3	44.3
CLIP 2022.09		61.3	42	56.1	10.3	79.3	54.1	50.5
MDAN 2021.06		60.3	25	50.3	8.2	61.5	51.3	42.8
M³SDA-β 2021.06		58.6	26	52.3	6.3	62.7	49.5	42.6
M3SDA-B 2022.09		58.6	26	52.3	6.3	62.7	49.5	42.6
M³SDA 2021.06		57.2	24.2	51.6	5.2	61.6	49.6	41.5
MCD 2021.06		54.3	22.1	45.7	7.6	58.4	43.5	38.5
MCD 2022.09		54.3	22.1	45.7	7.6	58.4	43.5	38.5
DCTN 2021.06		48.6	23.5	48.8	7.2	53.5	47.3	38.2
Source-Only 2021.06		47.6	13	38.1	13.3	51.9	33.7	32.9
ADDA 2021.06		47.5	11.4	36.7	14.7	49.1	33.5	32.2
DANN 2021.06		45.5	13.1	37	13.2	48.9	31.8	32.6
DANN 2022.09		45.5	13.1	37	13.2	48.9	31.8	32.6