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Unsupervised Domain Adaptation on ImageCLEF DA

91.9Average Accuracy

DINE

Updated 4d ago

Evaluation Results

Method
DINE 2021.04	91.9	-	-	-	-	-	-	97.8	96.6	81.3	-
DINE (full) 2021.04	91.9	-	-	-	-	-	-	97.8	96.4	81.4	-
Ours 2021.10	91.6	82.4	95.3	97.9	95.2	81	98	-	-	-	-
DINE (w/o FT) 2021.04	91.6	-	-	-	-	-	-	97.2	96.6	80.9	-
SRDC 2021.10	90.9	80.8	94.7	97.8	94.1	80	97.7	-	-	-	-
DWL 2021.03	90.5	82.3	94.8	98.1	92.8	77.9	97.2	-	-	-	-
RSDA-MSTN 2021.10	90.5	79.8	94.5	98	94.2	79.2	97.3	-	-	-	-
DINE 2021.04	90.5	-	-	-	-	-	-	98	93.4	80.2	-
GLOT-DR 2022.03	90.4	81	93.8	98	93.3	79.7	96.3	-	-	-	-
DINE (full) 2021.04	90.2	-	-	-	-	-	-	97.8	93	79.7	-
MCSD 2021.10	90	79.2	96.2	96.8	93.8	77.8	96.2	-	-	-	-
SymNets 2021.10	89.9	80.2	93.6	97	93.4	78.7	96.4	-	-	-	-
BSP-TSA 2021.10	89.9	78.5	90.8	96.2	93.2	79.3	95.7	-	-	-	-
SymNets 2022.06	89.9	80.2	93.6	97	93.4	78.7	96.4	-	-	-	-
ETD 2021.03	89.7	81	91.7	97.9	93.3	79.5	95	-	-	-	-
ETD 2022.03	89.7	81	91.7	97.9	93.3	79.5	95	-	-	-	-
CAN 2021.10	89.6	78.2	93.8	97.5	93.2	77	97.8	-	-	-	-
MFSAN 2021.04	89.4	-	-	-	-	-	-	95.4	93.6	79.1	-
SAFN 2021.10	88.9	79.3	93.3	96.3	91.7	77.6	95.3	-	-	-	-
SlimDA 2022.06	88.9	79.2	92.3	97.5	91.2	76.7	96.5	-	-	-	-
SlimDA 2022.06	88.8	79	92.2	97.3	90.8	77.2	96.3	-	-	-	0.1
SlimDA 2022.06	88.7	79	92.3	97.3	90.8	76.8	96.2	-	-	-	0.2
DINE (w/o FT) 2021.04	88.6	-	-	-	-	-	-	96.2	91.4	78.3	-
MDD 2021.10	88.5	77.8	92.2	97.2	92.2	76.7	95	-	-	-	-
SymNets (impl.) 2022.06	88.5	78.8	92.2	96.7	91	76	96.2	-	-	-	-
SlimDA 2022.06	88.4	78.7	91.7	97.2	90.5	75.8	96.2	-	-	-	0.5
CADA-P 2019.06	88.3	78	90.5	96.7	92	77.2	95.5	-	-	-	-
SImpAl101 2021.04	88.3	-	-	-	-	-	-	95.2	91.7	78	-
SlimDA 2022.06	88.3	78.8	91.5	97.3	90.2	76	96.2	-	-	-	0.6
CADA-A 2019.06	88.2	78	91.5	96.3	91	77.1	95.3	-	-	-	-
CDAN+E 2017.05	87.7	77.7	90.7	97.7	91.3	74.2	94.3	-	-	-	-
CDAN+E 2022.06	87.7	77.7	90.7	97.7	91.3	74.2	94.3	-	-	-	-
CDAN 2019.06	87.5	77.2	88.3	98.3	90.7	76.7	94	-	-	-	-
rRevGrad+CAT 2021.10	87.3	77.2	91	95.5	91.3	75.3	93.6	-	-	-	-
SHOT 2021.10	87.2	78.3	90.2	94.3	88.8	76.3	95.2	-	-	-	-
SlimDA 2022.06	87.2	78.2	90.5	96.7	89.3	72.2	96	-	-	-	1.7
CDAN 2017.05	87.1	76.7	90.6	97	90.5	74.5	93.5	-	-	-	-
CDAN 2022.03	87.1	76.7	90.6	97	90.5	74.5	93.5	-	-	-	-
SlimDA 2022.06	86.6	78.3	90.7	95.8	88.3	71.8	94.8	-	-	-	2.3
HAFN 2021.03	86.3	76.9	89	94.4	89.6	74.9	92.9	-	-	-	-
CAT 2021.03	86.3	76.7	89	94.5	89.8	74	93.7	-	-	-	-
ADMP 2022.06	86.3	77.3	90.2	96.2	95.8	68.9	89.3	-	-	-	-
FixBi 2021.10	86	75.7	90.7	94	89.5	71.7	94.2	-	-	-	-
No Adapt. 2021.04	85.9	-	-	-	-	-	-	95.3	90.2	72	-
MADA 2018.09	85.8	75	87.9	96	88.8	75.2	92.2	-	-	-	-
JAN 2017.05	85.8	76.8	88	94.7	89.5	74.2	91.7	-	-	-	-
JAN 2019.06	85.8	76.8	88	94.7	89.5	74.2	91.7	-	-	-	-
MADA 2019.06	85.8	75	87.9	96	88.8	75.2	92.2	-	-	-	-
JAN 2021.03	85.8	76.8	88	94.7	89.5	74.2	91.7	-	-	-	-
JAN 2022.03	85.8	76.8	88.4	94.8	89.5	74.2	91.7	-	-	-	-
ADMP 2022.06	85.7	77	89.5	95.5	88.9	72.3	91.2	-	-	-	-
STAR (impl.) 2022.06	85.1	76.9	87.7	93.8	87.6	72.1	92.7	-	-	-	-
RevGrad 2018.09	85	75	86	96.2	87	74.3	91.5	-	-	-	-
DANN 2017.05	85	75	86	96.2	87	74.3	91.5	-	-	-	-
GRL 2019.06	85	75	86	96.2	87	74.3	91.5	-	-	-	-
DANN 2021.03	85	75	86	96.2	87	74.3	91.5	-	-	-	-
DANN 2021.10	85	75	86	96.2	87	74.3	91.5	-	-	-	-
RevGrad 2022.06	85	75	86	96.2	87	74.3	91.5	-	-	-	-
MCD (impl.) 2022.06	85	77.2	87.2	93.8	87.7	71.8	92.5	-	-	-	-
DANN 2022.03	85	75	86	96.2	87	74.3	91.5	-	-	-	-
RTN 2018.09	84.9	75.6	86.8	95.3	86.9	72.7	92.2	-	-	-	-
RTN 2019.06	84.9	75.6	86.8	95.3	86.9	72.7	92.2	-	-	-	-
No Adapt. 2021.04	84	-	-	-	-	-	-	92.1	87.4	72.4	-
DAN 2018.09	83.3	75	86.2	93.3	84.1	69.8	91.3	-	-	-	-
DAN 2019.06	83.3	75	86.2	93.3	84.1	69.8	91.3	-	-	-	-
JDDA 2021.10	83.3	77.5	86.7	86.3	86.3	72.5	90.6	-	-	-	-
DAN 2017.05	82.5	74.5	82.2	92.8	86.3	69.2	89.8	-	-	-	-
DAN 2021.03	82.5	74.5	82.2	92.8	86.3	69.2	89.8	-	-	-	-
DAN 2021.10	82.5	74.5	82.2	92.8	86.3	69.2	89.8	-	-	-	-
DAN 2022.06	82.5	74.5	82.2	92.8	86.3	69.2	89.8	-	-	-	-
PFAN 2018.11	80.9	68.5	84.4	92.2	82.3	66.3	91.7	-	-	-	-
ResNet 2018.09	80.7	74.8	83.9	91.5	78	65.5	91.2	-	-	-	-
ResNet-50 2017.05	80.7	74.8	83.9	91.5	78	65.5	91.2	-	-	-	-
ResNet 2019.06	80.7	74.8	83.9	91.5	78	65.5	91.2	-	-	-	-
ResNet50 2021.03	80.7	74.8	83.9	91.5	78	65.5	91.2	-	-	-	-
Source Model 2021.10	80.7	74.8	83.9	91.5	78	65.5	91.2	-	-	-	-
Source Only 2022.06	80.7	74.8	83.9	91.5	78	65.5	91.2	-	-	-	-
ResNet 2022.03	80.7	74.8	83.9	91.5	78	65.5	91.3	-	-	-	-
DAN 2022.03	80.7	74.8	83.9	91.5	78	65.5	91.3	-	-	-	-
IDDA 2019.04	80.6	68.3	81.8	92.3	81.6	67.2	92.8	-	-	-	-
TCP 2022.06	80.6	75	82.6	92.5	80.8	66.2	86.5	-	-	-	-
CDAN+E 2017.05	80.3	67	84.8	92.4	81.3	64.7	91.6	-	-	-	-
MSTN 2018.11	80	67.3	82.8	91.5	81.7	65.3	91.2	-	-	-	-
MADA 2018.09	79.8	68.3	83	91	80.7	63.8	92.2	-	-	-	-
CDAN 2017.05	79.8	67.7	83.3	91.8	81.5	63	91.5	-	-	-	-
MADA 2019.04	79.8	68.3	83	91	80.7	63.8	92.2	-	-	-	-
MADA 2018.11	79.8	68.3	83	91	80.7	63.8	92.2	-	-	-	-
JAN 2017.05	79.3	67.2	82.8	91.3	80	63.5	91	-	-	-	-
JAN 2018.11	79.3	67.2	82.8	91.3	80	63.5	91	-	-	-	-
RTN 2018.09	78.4	67.4	82.3	89.5	78	63	90.1	-	-	-	-
RTN 2019.04	78.4	67.4	82.3	89.5	78	63	90.1	-	-	-	-
RevGrad 2018.09	78.2	66.5	81.8	89	79.8	63.5	88.7	-	-	-	-
DANN 2017.05	78.2	66.5	81.8	89	79.8	63.5	88.7	-	-	-	-
GRL 2019.04	78.2	66.5	81.8	89	79.8	63.5	88.7	-	-	-	-
RevGrad 2018.11	78.2	66.5	81.8	89	79.8	63.5	88.7	-	-	-	-
DAN 2018.09	76.9	67.3	80.5	87.7	76	61.6	88.4	-	-	-	-
DAN 2017.05	76.9	67.3	80.5	87.7	76	61.6	88.4	-	-	-	-
DAN 2019.04	76.9	67.3	80.5	87.7	76	61.6	88.4	-	-	-	-
DAN 2018.11	76.9	67.3	80.5	87.7	76	61.6	88.4	-	-	-	-
AlexNet 2018.09	73.9	66.2	70	84.3	71.3	59.3	84.5	-	-	-	-

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