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Unsupervised Domain Adaptation on Office-Home (train test)

81.2Ar -> Cl Accuracy

PMTrans

Updated 4d ago

Evaluation Results

Method	Links
PMTrans 2024.07		81.2	91.6	92.4	88.9	91.6	93	88.5	80	93.4	89.5	82.4	94.5	88.9
EUDA - LL 2024.07		80.6	84.9	88.4	85.2	88	88.6	76.6	77.4	86.7	87.7	82.5	92.8	84.9
TVT 2024.07		74.89	86.82	89.47	82.78	87.95	88.27	79.81	71.94	90.13	85.46	74.62	90.56	83.56
TVT Baseline 2024.07		71.94	80.67	86.67	79.93	80.38	83.52	76.89	70.93	88.27	83.02	72.91	88.44	80.3
CDTrans 2024.07		68.8	85	86.9	81.5	87.1	87.3	79.6	63.3	88.2	82	66	90.6	80.5
Source Only 2024.07		66.16	84.28	86.64	77.92	83.28	84.32	75.98	62.73	88.66	80.1	66.19	88.65	78.74
Ours w/ domainID 2021.08		57.9	78.6	81	66.7	77.2	77.2	65.6	56	82.2	72	57.8	83.4	71.3
SHOT 2021.08		57.1	78.1	81.5	68	78.2	78.1	67.4	54.9	82.2	73.3	58.8	84.3	71.8
SHOT 2024.07		57.1	78.1	81.5	68	78.2	78.1	67.4	54.9	82.2	73.3	58.8	84.3	71.8
IA 2021.08		56	77.9	79.2	64.4	73.1	74.4	64.2	54.2	79.9	71.2	58.1	83.1	69.5
Source Only 2024.07		55.6	73	79.4	70.6	72.9	76.3	67.5	51	81	74.5	53.2	82.7	69.8
MDD 2021.08		54.9	73.7	77.8	60	71.4	71.8	61.2	53.6	78.1	72.5	60.2	82.3	68.1
TADA 2024.07		53.1	72.3	77.2	59.1	71.2	72.1	59.7	53.1	78.4	72.4	60	82.9	67.6
BNM 2021.08		52.3	73.9	80	63.3	72.9	74.9	61.7	49.5	79.7	70.5	53.6	82.2	67.9
SRDC 2021.08		52.3	76.3	81	69.5	76.2	78	68.7	53.8	81.7	76.3	57.1	85	71.3
BDG 2021.08		51.5	73.4	78.7	65.3	71.5	73.7	65.1	49.7	81.1	74.6	55.1	84.8	68.7
CDAN 2021.08		50.7	70.6	76	57.6	70	70	57.4	50.9	77.3	70.9	56.7	81.6	65.8
CDAN 2024.07		50.7	70.6	76	57.6	70	70	57.4	50.9	77.3	70.9	56.7	81.6	65.8
MCD 2021.08		48.9	68.3	74.6	61.3	67.6	68.8	57	47.1	75.1	69.1	52.2	79.6	64.1
RevGrad 2024.07		45.6	59.3	70.1	47	58.5	60.9	46.1	43.7	68.5	63.2	51.8	76.8	57.6
ResNet-50 2021.08		34.9	50	58	37.4	41.9	46.2	38.5	31.2	60.4	53.9	41.2	59.9	46.1
Source Only 2024.07		34.9	50	58	37.4	41.9	46.2	38.5	31.2	60.4	53.9	41.2	59.9	46.1