Our new X account is live! Follow @wizwand_team for updates

Domain Adaptation on Image-CLEF DA (test)

91.6Average Accuracy

Mirror Samples

Updated 4d ago

Evaluation Results

Method
Mirror Samples 2021.10	91.6	95.2	81	97.9	82.4	98	95.3
SRDC 2021.10	90.9	94.1	80	97.8	80.8	97.7	94.7
RSDA-MSTN 2021.10	90.5	94.2	79.2	98	79.8	97.3	94.5
SPL 2019.11	90.3	95.7	80.5	96.7	78.3	96.3	94.5
MCSD 2021.10	90	93.8	77.8	96.8	79.2	96.2	96.2
SymNets 2019.11	89.9	93.4	78.7	97	80.2	96.4	93.6
SymNets 2021.10	89.9	93.4	78.7	97	80.2	96.4	93.6
BSP-TSA 2021.10	89.9	93.2	79.3	96.2	78.5	95.7	90.8
SAFN+ENT 2018.11	89.6	92.8	78.4	96.7	80.2	95.7	93.8
CAN 2021.10	89.6	93.2	77	97.5	78.2	97.8	93.8
CGDM 2021.06	89.5	-	-	-	-	-	-
DADA 2020.01	89.3	92.3	77.8	98.2	79	95	93.2
MEDA 2019.11	89	92.2	78.5	95.7	79.7	95.5	92.5
SAFN+ENT 2018.11	88.9	91.7	77.6	96.3	79.3	95.3	93.3
TAT 2020.01	88.9	92	78.2	97.5	78.8	94.7	92
RCA 2020.01	88.9	92	77	97.7	78.7	95	92.8
AFN 2021.06	88.9	-	-	-	-	-	-
SAFN 2021.10	88.9	91.7	77.6	96.3	79.3	95.3	93.3
MDD 2021.10	88.5	92.2	76.7	97.2	77.8	95	92.2
SlimDA 2022.06	88.4	90.5	75.8	97.2	78.7	96.2	91.7
EasyTL 2019.04	88.2	91.5	77.7	96	78.7	95	90.3
CDAN 2019.04	88.1	91.2	77.2	96.7	78.3	93.7	91.2
SAFN 2018.11	88.1	91.1	77	96.2	78	94.7	91.7
BNM 2021.06	88.1	91.7	75.7	96.2	77.2	96.7	91.2
CDAN-E 2019.11	87.7	91.3	74.2	97.7	77.7	94.3	90.7
CDAN+E 2021.06	87.7	-	-	-	-	-	-
iCAN 2019.11	87.4	89.9	78.5	94.7	79.5	92	89.7
rRevGrad+CAT 2021.10	87.3	91.3	75.3	95.5	77.2	93.6	91
SHOT 2021.10	87.2	88.8	76.3	94.3	78.3	95.2	90.2
CDAN 2018.11	87.1	90.5	74.5	97	76.7	93.5	90.6
CDAN 2020.01	87.1	90.5	74.5	97	76.7	93.5	90.6
SlimDA 2022.06	86.6	88.3	71.8	95.8	78.3	94.8	90.7
HAFN 2018.11	86.3	89.6	74.9	94.4	76.9	92.9	89
FixBi 2021.10	86	89.5	71.7	94	75.7	94.2	90.7
JAN 2019.04	85.8	89.5	74.2	94.7	76.8	91.7	88
JAN 2018.11	85.8	89.5	74.2	94.7	76.8	91.7	88
MADA 2019.11	85.8	88.8	75.2	96	75	92.2	87.9
MADA 2020.01	85.8	88.8	75.2	96	75	92.2	87.9
EfficientNet_B0 2022.06	85.6	87.3	71.3	96.5	76.5	94	88.5
MobileNetV2 2022.06	85.5	87	69.1	95.1	76	95.1	90.6
GhostNet 2022.06	85.2	86.1	70.2	95.5	75.8	94	89.5
MCD 2021.06	85.1	88.2	71	92.7	77.3	92.3	89.2
DANN 2019.04	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
DANN 2018.11	85	87	74.3	96.2	75	91.5	86
DANN 2020.01	85	87	74.3	96.2	75	91.5	86
DANN 2021.06	85	-	-	-	-	-	-
DANN 2021.10	85	87	74.3	96.2	75	91.5	86
RTN 2019.11	84.9	86.9	72.7	95.3	75.6	92.2	86.8
RTN 2021.06	84.9	86.9	72.7	95.3	75.6	92.2	86.8
JDDA 2021.10	83.3	86.3	72.5	86.3	77.5	90.6	86.7
TCA 2019.04	83.2	89.3	74.5	93.2	77.5	83.7	80.8
MinEnt 2021.06	83	83.5	69.3	93.5	76.2	89.7	85.7
BDA 2019.04	82.5	90.8	73.7	94	75.3	83.5	77.8
DAN 2018.11	82.5	86.3	69.2	92.8	74.5	89.8	82.2
DAN 2020.01	82.5	86.3	69.2	92.8	74.5	89.8	82.2
DAN 2021.06	82.5	-	-	-	-	-	-
DAN 2021.10	82.5	86.3	69.2	92.8	74.5	89.8	82.2
SVM 2019.04	82.2	86	73.2	91.2	76.8	85.8	80.2
GFK 2019.04	81.4	86.3	73.3	93	75.5	82.3	78
MobileNetV3 2022.06	81.4	80.3	65	93.2	72.8	91.7	85.3
ResNet 2019.04	80.7	78	65.5	91.5	74.8	91.2	83.9
ResNet-50 2018.11	80.7	78	65.5	91.5	74.8	91.2	83.9
ResNet-50 2020.01	80.7	78	65.5	91.5	74.8	91.2	83.9
ResNet 2021.06	80.7	-	-	-	-	-	-
Source Model 2021.10	80.7	78	65.5	91.5	74.8	91.2	83.9
CAADA 2019.11	80.2	81.3	63.9	91.7	67.8	91.8	84.5
MADA 2019.11	79.8	80.7	63.8	91	68.3	92.2	83
JAN 2019.11	79.3	80	63.5	91.3	67.2	91	82.8
DANN 2019.11	78.2	79.8	63.5	89	66.5	88.7	81.8
1NN 2019.04	78.1	83.5	71.3	89	74.8	76.2	74
RTN 2019.11	77.9	78	62	89.5	67.4	89.1	81.3
DAN 2019.11	76.9	76	61.6	87.7	67.3	88.4	80.5
CORAL 2019.04	76.7	83	71.5	88.7	73.7	72	71.3
AlexNet 2019.11	73.9	71.3	59.3	84.3	66.2	84.5	70
ShuffleNet V2 2022.06	72.6	81	65.2	82.1	63.2	78.9	65.4