Domain Adaptation on Office-Home (3% labeled source samples, test) benchmark leaderboard · SOTA2 Research

Domain Adaptation on Office-Home (3% labeled source samples, test)

43.8Ar -> Cl AccuracyCDS + CDAN + ENT

Evaluation Results

Method	Links
CDS + CDAN + ENT2021.03		43.8	55.5	60.2	51.5	56.4	59.6	51.3	46.4	64.5	62.2	52.4	70.2	56.2
PCS2021.03		42.1	61.5	63.9	52.3	61.5	61.4	58	47.6	73.9	66	52.5	75.6	59.7
CDS / MME + ENT2021.03		41.7	49.4	57.8	51.8	52.3	55.9	54.3	46.2	69	65.6	52.2	68.2	55.4
CDS + MME + ENT2021.03		39.4	48	52.1	50	52.3	56.4	47.8	44.2	60.6	61.1	45.3	62.1	51.6
CDS + ENT2021.03		39.2	46.1	47.8	49.9	50.7	54.1	48	43.5	59.3	58.6	44.3	59.3	50.1
CDS / CDAN + ENT2021.03		37.7	49.2	56.5	49.8	51.9	55.9	50	42.3	68.1	63.1	48.7	67.5	53.4
CDS2021.03		33.5	41.1	41.9	45.9	46	49.3	44.7	37.8	51	51.6	35.7	53.8	44.4
MME + ENT2021.03		31.2	35.2	40.2	37.3	39.5	37.4	48.7	42.9	60.9	59.3	46.4	58.6	44.8
SO2021.03		24.4	38.3	43.1	26.4	34.7	33.7	27.5	26.5	42.6	41.2	29	52.3	35
MDDIA2021.03		21.7	37.3	42.8	29.4	43.9	44.2	37.7	29.5	51	47.1	29.2	56.4	39.1
CDAN + ENT2021.03		20.6	31.4	41.2	20.6	24.9	30.6	33.5	26.5	56.7	46.9	29.5	48.4	34.2
DANN + ENT2021.03		19.5	30.2	38.1	18.1	21.8	24.2	31.6	23.5	48.1	40.7	28.1	50.2	31.2
CAN2021.03		17.1	30.5	33.2	22.5	34.5	36	18.5	19.4	41.3	28.7	18.6	43.2	28.6
CDAN2021.03		5	8.4	11.8	20.6	26.1	27.5	26.6	27	40.3	38.7	25.5	44.9	25.2
MME2021.03		4.5	15.4	25	28.7	34.1	37	25.6	25.4	44.9	39.3	29	52	30.1