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Unsupervised Domain Adaptation on VisDA 2017 (test)

99.7Plane Accuracy

FFTAT

Updated 4d ago

Evaluation Results

Method
FFTAT 2024.11	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
PMTrans 2024.11	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
SSRT 2024.11	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
ViT 2024.11	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
CDTrans 2024.11	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
SHOT 2024.11	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
CGDM 2024.11	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
SAFN 2024.11	93.6	61.3	84.1	70.6	94.1	79	91.8	79.6	89.9	55.6	89	24.4	76.1
TVT 2024.11	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
BNM 2024.11	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+E 2024.11	85.2	66.9	83	50.8	84.2	74.9	88.1	74.5	83.4	76	81.9	38	73.9
DANN 2024.11	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
MinEnt 2024.11	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-50 2024.11	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
PDA 2023.12	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
SSRT 2023.12	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-based 2023.12	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
PDA 2023.12	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-Deit 2023.12	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/ SDAT 2023.12	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/ SDAT 2023.12	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
SHOT 2023.12	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
TVT 2023.12	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
MCC 2023.12	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
MCD 2023.12	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
DANN 2023.12	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
ERM 2023.12	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