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Unsupervised Domain Adaptation Classification on Office-31 (test)

99.1Accuracy (A->W)

PMTrans

Updated 4d ago

Evaluation Results

Method
PMTrans 2024.07	99.1	99.6	100	99.4	85.7	86.3	95	-
CDTrans 2024.07	97	96.7	81.1	99	81.9	100	92.6	-
MDD+NWD 2022.04	95.5	98.7	100	94.9	76.6	74	90	-
MCC 2022.04	95.5	98.6	100	94.4	72.9	74.9	89.4	-
MCC+NWD 2022.04	95.5	98.7	100	95.4	75	75.1	90	-
EUDA-LL 2024.07	95.3	100	100	93.4	80.5	82.9	92	-
DALN 2022.04	95.2	99.1	100	95.4	76.4	76.5	90.4	-
GVB-GD 2022.04	94.8	98.7	100	95	73.4	73.7	89.3	-
TSA 2022.04	94.8	99.1	100	92.6	74.9	74.4	89.3	-
MDD 2022.04	94.5	98.4	100	93.5	74.6	72.2	88.9	-
SCDA 2022.04	94.2	98.7	99.8	95.2	75.7	76.2	90	-
CDAN 2022.04	94.1	98.6	100	92.9	71	69.3	87.7	-
CDAN+NWD 2022.04	93.7	98.5	100	91	74.4	73	88.4	-
FGDA 2022.04	93.3	99.1	100	93.2	73.2	72.7	88.6	-
MetaAlign 2022.04	93	98.6	100	94.5	75	73.6	89.2	-
DMP 2022.06	93	99	100	91	71.4	70.2	87.4	-
DADA 2022.04	92.3	99.2	100	93.9	74.4	74.2	89	-
DANN+NWD 2022.04	92.1	98.2	100	84.7	74.5	73	87.1	-
TVT - Baseline 2024.07	91.6	99	100	90.6	80.2	80.2	90.3	-
TVT 2024.07	91.6	99	100	90.6	80.2	80.2	90.3	-
BNM 2022.04	91.5	98.5	100	90.3	70.9	71.6	87.1	-
BNM 2022.06	91.5	98.9	100	90.3	70.9	71.6	87.1	-
SlimDA 2022.06	91.2	97.2	98.9	91.2	71.3	68.9	86.8	0.8
SymNets (impl.) 2022.06	91	98.4	99.6	89.7	72.2	72.5	87.2	-
DMRL 2022.06	90.8	99	100	93.4	73	71.2	87.9	-
SymNets 2022.06	90.8	98.8	100	93.9	74.6	72.5	88.4	-
SlimDA 2022.06	90.8	97.7	99.5	91.5	71.8	70.8	87	0.6
Source Only 2024.07	90.8	90.4	76.8	98.2	76.4	100	88.8	-
SlimDA 2022.06	90.7	99.2	100	91.8	73.7	71.1	87.6	-
SlimDA 2022.06	90.7	99.1	100	91.8	73.3	71.1	87.6	0
SlimDA 2022.06	90.6	98.8	100	91.6	72.9	71.1	87.5	0.1
SlimDA 2022.06	90.5	98.1	99.8	91.9	73.1	71.2	87.4	0.2
SlimDA 2022.06	90.5	98.7	99.8	91.4	73.1	71	87.4	0.2
SWD 2022.04	90.4	98.7	100	94.7	70.3	70.5	87.4	-
SHOT 2024.07	90.1	98.4	99.9	94	74.7	74.3	88.6	-
Domain Confusion+Em 2022.06	89.8	99	100	90.1	73.9	69	87	-
Source Only 2024.07	89.2	98.9	100	88.8	80.1	79.8	89.5	-
MCD 2022.04	88.6	98.5	100	92.2	69.5	69.7	86.5	-
JAN 2024.07	86	96.7	99.7	85.1	69.2	70.7	84.6	-
CDAN 2024.07	86	96.7	99.7	85.1	69.2	70.7	84.6	-
ADMP 2022.06	83.3	98.9	99.9	83.1	63.2	64.2	82	-
Domain Confusion 2022.06	83	98.5	99.8	83.9	66.9	66.4	83.1	-
ADMP 2022.06	82.1	98.6	99.9	81.5	63	63.2	81.3	-
DANN 2022.04	82	96.9	99.1	79.7	68.2	67.4	82.2	-
RevGrad 2024.07	82	96.9	99.1	79.7	68.2	67.4	82.2	-
TCP 2022.06	81.8	98.2	99.8	77.9	50	55.5	77.2	-
Source Only 2022.06	79.9	96.8	99.5	84.1	64.5	66.4	81.9	-
TCP 2022.06	77.4	96.3	100	72	36.1	46.3	71.3	-
WDGRL 2022.04	72.6	97.1	99.2	79.5	63.7	59.5	78.6	-
Source Only 2024.07	68.9	68.4	62.5	96.7	60.7	99.3	76.1	-
ResNet-50 2022.04	68.4	96.7	99.3	68.9	62.5	60.7	76.1	-