Unsupervised Domain Adaptation on DomainNet (test) (Few-Shot) benchmark leaderboard · SOTA2 Research

Unsupervised Domain Adaptation on DomainNet (test) (Few-Shot)

48.6Accuracy (Real -> Clipart, 1-shot)BrAD

Updated 5mo ago

Evaluation Results

Method	Links
BrAD2021.12		48.6	60.6	55.1	62.8	52.8	61.6	44.6	56.6	47.8	63.6	—	—	—	—	47.9	59.8	51	61	49.7	60.8
BrAD2021.12		46.4	57.6	52	59.4	50.5	58.9	45.1	55.3	49.3	61.3	—	—	—	—	48.3	56.4	49	59.3	48.6	58.3
BrAD (pairwise)2021.12		44	51.4	50.1	58.9	47	55.6	35.7	42.5	44.5	62.1	—	—	—	—	35.3	45	35.6	45	41.8	51.5
BrAD (pairwise)2021.12		43.6	49.5	50.4	57	41.7	47.9	35.9	41	44.2	60.7	—	—	—	—	34.5	42.4	36.1	45.5	40.9	49.1
PCS2021.12		39	45.2	51.7	59.1	39.8	41.9	26.4	41	38.8	66.6	—	—	—	—	23.7	31.9	23.6	37.4	34.7	46.1
CDS+MME+ENT2021.12		35.4	47.4	36.7	52.8	33.4	43.2	25.6	41.2	29.4	56.4	—	—	—	—	19.3	37.5	22.5	41.1	28.9	45.6
CDS+SRDC+ENT2021.12		23.1	36.6	40	54	22.2	35.5	24.1	38.1	35.1	57.6	—	—	—	—	18.8	35.4	25.2	45.1	26.9	43.2
Source-Only baseline2021.12		18.4	30.2	30.6	44.2	16.7	25.7	16.2	24.6	28.9	49.8	—	—	—	—	12.7	24.2	10.5	23.2	19.1	31.7
CAN2021.12		18.3	28.1	22.1	33.5	16.7	25	13.2	24.7	23.9	46.9	—	—	—	—	11.1	23.3	12.1	20.1	16.8	28.8
MDDIA2021.12		18	41.4	30.6	50.7	15.9	37.4	15.4	31.4	27.4	52.9	—	—	—	—	9.3	23.1	10.2	24.1	18.1	37.3
CDAN2021.12		16	30	25.7	40.1	12.9	21.7	12.6	21.4	19.5	40.8	—	—	—	—	7.2	17.1	8	19.7	14.6	27.3
MME2021.12		13.8	22.8	29.2	46.5	9.7	14.5	16	25.1	26	50	—	—	—	—	13.4	20.1	14.4	24.9	17.5	29.1