Unsupervised Domain Adaptation on VisDA 2017 (test) benchmark leaderboard · SOTA2 Research

Unsupervised Domain Adaptation on VisDA 2017 (test)

99.7Plane AccuracyFFTAT

Evaluation Results

Method	Links
FFTAT2024.11		99.7	98.5	93.1	81.1	99.8	99.5	97.8	89.6	95.7	99.8	98.7	72.4	93.8
PMTrans2024.11		99.4	88.3	88.1	78.9	98.8	98.3	95.8	70.3	94.6	98.3	96.3	48.5	88
SSRT2024.11		98.9	87.6	89.1	84.8	98.3	98.7	96.3	81.1	94.9	97.9	94.5	43.1	88.8
ViT2024.11		97.7	48.1	86.6	61.6	78.1	63.4	94.7	10.3	87.7	47.7	94.4	35.5	67.1
CDTrans2024.11		97.1	90.5	82.4	77.5	96.6	96.1	93.6	88.6	97.9	86.9	90.3	62.8	88.4
SHOT2024.11		94.3	88.5	80.1	57.3	93.1	93.1	80.7	80.3	91.5	89.1	86.3	58.2	82.9
CGDM2024.11		93.7	82.7	73.2	68.4	92.9	94.5	88.7	82.1	93.4	82.5	86.8	49.2	82.3
SAFN2024.11		93.6	61.3	84.1	70.6	94.1	79	91.8	79.6	89.9	55.6	89	24.4	76.1
TVT2024.11		92.9	85.6	77.5	60.5	93.6	98.2	89.4	76.4	93.6	92	91.7	55.7	83.9
BNM2024.11		89.6	61.5	76.9	55	89.3	69.1	81.3	65.5	90	47.3	89.1	30.1	70.4
CDAN+E2024.11		85.2	66.9	83	50.8	84.2	74.9	88.1	74.5	83.4	76	81.9	38	73.9
DANN2024.11		81.9	77.7	82.8	44.3	81.2	29.5	65.1	28.6	51.9	54.6	82.8	7.8	57.4
MinEnt2024.11		80.3	75.5	75.8	48.3	77.9	27.3	69.7	40.2	46.5	46.6	79.3	16	57
ResNet-502024.11		55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5	52.4
PDA2023.12		0.992	0.911	0.919	0.771	0.984	0.936	0.951	0.849	0.872	0.973	0.953	0.653	0.897
SSRT2023.12		0.989	0.876	0.891	0.848	0.983	0.987	0.963	0.811	0.948	0.979	0.945	0.431	0.888
Deit-based2023.12		0.982	0.73	0.825	0.62	0.973	0.635	0.965	0.298	0.687	0.867	0.967	0.236	0.732
PDA2023.12		0.972	0.823	0.894	0.76	0.974	0.875	0.958	0.796	0.872	0.89	0.933	0.621	0.864
CDTrans-Deit2023.12		0.971	0.905	0.824	0.775	0.966	0.961	0.936	0.886	0.979	0.869	0.903	0.628	0.884
CDAN w/ SDAT2023.12		0.963	0.807	0.745	0.654	0.958	0.995	0.92	0.837	0.936	0.889	0.858	0.572	0.845
CDAN w/ SDAT2023.12		0.948	0.771	0.828	0.609	0.923	0.952	0.917	0.799	0.899	0.912	0.885	0.412	0.821
SHOT2023.12		0.943	0.885	0.801	0.573	0.931	0.949	0.807	0.803	0.915	0.891	0.863	0.582	0.829
TVT2023.12		0.929	0.856	0.775	0.605	0.936	0.982	0.893	0.764	0.936	0.92	0.917	0.557	0.839
MCC2023.12		0.881	0.803	0.805	0.715	0.901	0.932	0.85	0.716	0.894	0.738	0.85	0.369	0.788
MCD2023.12		0.87	0.609	0.837	0.64	0.889	0.796	0.847	0.769	0.886	0.403	0.83	0.258	0.719
DANN2023.12		0.819	0.777	0.828	0.443	0.812	0.295	0.651	0.286	0.519	0.546	0.828	0.078	0.574
ERM2023.12		0.551	0.533	0.619	0.591	0.806	0.179	0.797	0.312	0.81	0.265	0.735	0.085	0.524