Domain Adaptation on Image-CLEF DA (test)

91.6Average AccuracyMirror Samples

Evaluation Results

Method
Mirror Samples2021.10	91.6	95.2	81	97.9	82.4	98	95.3
SRDC2021.10	90.9	94.1	80	97.8	80.8	97.7	94.7
RSDA-MSTN2021.10	90.5	94.2	79.2	98	79.8	97.3	94.5
SPL2019.11	90.3	95.7	80.5	96.7	78.3	96.3	94.5
MCSD2021.10	90	93.8	77.8	96.8	79.2	96.2	96.2
SymNets2019.11	89.9	93.4	78.7	97	80.2	96.4	93.6
SymNets2021.10	89.9	93.4	78.7	97	80.2	96.4	93.6
BSP-TSA2021.10	89.9	93.2	79.3	96.2	78.5	95.7	90.8
SAFN+ENT2018.11	89.6	92.8	78.4	96.7	80.2	95.7	93.8
CAN2021.10	89.6	93.2	77	97.5	78.2	97.8	93.8
CGDM2021.06	89.5	—	—	—	—	—	—
DADA2020.01	89.3	92.3	77.8	98.2	79	95	93.2
MEDA2019.11	89	92.2	78.5	95.7	79.7	95.5	92.5
SAFN+ENT2018.11	88.9	91.7	77.6	96.3	79.3	95.3	93.3
TAT2020.01	88.9	92	78.2	97.5	78.8	94.7	92
RCA2020.01	88.9	92	77	97.7	78.7	95	92.8
AFN2021.06	88.9	—	—	—	—	—	—
SAFN2021.10	88.9	91.7	77.6	96.3	79.3	95.3	93.3
MDD2021.10	88.5	92.2	76.7	97.2	77.8	95	92.2
SlimDA2022.06	88.4	90.5	75.8	97.2	78.7	96.2	91.7
EasyTL2019.04	88.2	91.5	77.7	96	78.7	95	90.3
CDAN2019.04	88.1	91.2	77.2	96.7	78.3	93.7	91.2
SAFN2018.11	88.1	91.1	77	96.2	78	94.7	91.7
BNM2021.06	88.1	91.7	75.7	96.2	77.2	96.7	91.2
CDAN-E2019.11	87.7	91.3	74.2	97.7	77.7	94.3	90.7
CDAN+E2021.06	87.7	—	—	—	—	—	—
iCAN2019.11	87.4	89.9	78.5	94.7	79.5	92	89.7
rRevGrad+CAT2021.10	87.3	91.3	75.3	95.5	77.2	93.6	91
SHOT2021.10	87.2	88.8	76.3	94.3	78.3	95.2	90.2
CDAN2018.11	87.1	90.5	74.5	97	76.7	93.5	90.6
CDAN2020.01	87.1	90.5	74.5	97	76.7	93.5	90.6
SlimDA2022.06	86.6	88.3	71.8	95.8	78.3	94.8	90.7
HAFN2018.11	86.3	89.6	74.9	94.4	76.9	92.9	89
FixBi2021.10	86	89.5	71.7	94	75.7	94.2	90.7
JAN2019.04	85.8	89.5	74.2	94.7	76.8	91.7	88
JAN2018.11	85.8	89.5	74.2	94.7	76.8	91.7	88
MADA2019.11	85.8	88.8	75.2	96	75	92.2	87.9
MADA2020.01	85.8	88.8	75.2	96	75	92.2	87.9
EfficientNet_B02022.06	85.6	87.3	71.3	96.5	76.5	94	88.5
MobileNetV22022.06	85.5	87	69.1	95.1	76	95.1	90.6
GhostNet2022.06	85.2	86.1	70.2	95.5	75.8	94	89.5
MCD2021.06	85.1	88.2	71	92.7	77.3	92.3	89.2
DANN2019.04	85	87	74.3	96.2	75	91.5	86
EasyTL(c)2019.04	85	85.5	72	93.3	78.5	91	89.5
DANN2018.11	85	87	74.3	96.2	75	91.5	86
DANN2020.01	85	87	74.3	96.2	75	91.5	86
DANN2021.06	85	—	—	—	—	—	—
DANN2021.10	85	87	74.3	96.2	75	91.5	86
RTN2019.11	84.9	86.9	72.7	95.3	75.6	92.2	86.8
RTN2021.06	84.9	86.9	72.7	95.3	75.6	92.2	86.8
JDDA2021.10	83.3	86.3	72.5	86.3	77.5	90.6	86.7
TCA2019.04	83.2	89.3	74.5	93.2	77.5	83.7	80.8
MinEnt2021.06	83	83.5	69.3	93.5	76.2	89.7	85.7
BDA2019.04	82.5	90.8	73.7	94	75.3	83.5	77.8
DAN2018.11	82.5	86.3	69.2	92.8	74.5	89.8	82.2
DAN2020.01	82.5	86.3	69.2	92.8	74.5	89.8	82.2
DAN2021.06	82.5	—	—	—	—	—	—
DAN2021.10	82.5	86.3	69.2	92.8	74.5	89.8	82.2
SVM2019.04	82.2	86	73.2	91.2	76.8	85.8	80.2
GFK2019.04	81.4	86.3	73.3	93	75.5	82.3	78
MobileNetV32022.06	81.4	80.3	65	93.2	72.8	91.7	85.3
ResNet2019.04	80.7	78	65.5	91.5	74.8	91.2	83.9
ResNet-502018.11	80.7	78	65.5	91.5	74.8	91.2	83.9
ResNet-502020.01	80.7	78	65.5	91.5	74.8	91.2	83.9
ResNet2021.06	80.7	—	—	—	—	—	—
Source Model2021.10	80.7	78	65.5	91.5	74.8	91.2	83.9
CAADA2019.11	80.2	81.3	63.9	91.7	67.8	91.8	84.5
MADA2019.11	79.8	80.7	63.8	91	68.3	92.2	83
JAN2019.11	79.3	80	63.5	91.3	67.2	91	82.8
DANN2019.11	78.2	79.8	63.5	89	66.5	88.7	81.8
1NN2019.04	78.1	83.5	71.3	89	74.8	76.2	74
RTN2019.11	77.9	78	62	89.5	67.4	89.1	81.3
DAN2019.11	76.9	76	61.6	87.7	67.3	88.4	80.5
CORAL2019.04	76.7	83	71.5	88.7	73.7	72	71.3
AlexNet2019.11	73.9	71.3	59.3	84.3	66.2	84.5	70
ShuffleNet V22022.06	72.6	81	65.2	82.1	63.2	78.9	65.4