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Domain Adaptation on Office-31 (Standard Unsupervised Evaluation)

98.5Accuracy (A to W)

Mirror Samples

Updated 4d ago

Evaluation Results

Method
Mirror Samples 2021.10	98.5	99.3	100	96.2	77	78.9	91.7
SSRT-B 2022.04	97.7	99.2	100	98.6	83.5	82.2	93.5
CDTrans-B 2021.09	96.7	99	100	97	81.1	81.9	92.6
CDTrans 2022.04	96.7	99	100	97	81.1	81.9	92.6
TVT° 2021.09	96.4	99.4	100	96.4	84.9	86.1	93.8
TVT 2022.04	96.4	99.4	100	96.4	84.9	86.1	93.8
RSDA-MSTN 2021.10	96.1	99.3	100	95.8	77.4	78.9	91.1
FixBi 2021.10	96.1	99.3	100	95	78.7	79.4	91.4
BSP + TSA 2021.03	96	98.7	100	95.4	76.7	76.8	90.6
SRDC 2021.10	95.7	99.2	100	95.8	76.7	77.1	90.8
CDAN+TN 2021.09	95.7	98.7	100	94	73.4	74.2	89.3
CDAN+TN 2022.04	95.7	98.7	100	94	73.4	74.2	89.3
SSRT-S 2022.04	95.7	99.2	100	95.8	79.2	79.9	91.6
CGDM-B* 2021.09	95.3	97.6	99.8	94.6	78.8	81.2	91.2
MDD+SCDA 2022.04	95.3	98.4	100	95.4	77.2	75.9	90.5
CDAN + TSA 2021.03	95.1	98.7	100	95	76.3	75.9	90.2
DANN + TSA 2021.03	94.9	98.5	100	92	76.3	74.6	89.4
MCSD 2021.10	94.9	99.1	100	95.6	77.6	77	90.7
GVB-GD 2021.03	94.8	98.7	100	95	73.4	73.7	89.3
ResNet-50 + TSA 2021.03	94.8	99.1	100	92.6	74.9	74.4	89.3
MDD 2020.02	94.5	98.4	100	93.5	74.6	72.2	88.9
MDD 2020.06	94.5	98.4	100	93.5	74.6	72.2	88.9
MDD 2021.03	94.5	98.4	100	93.5	74.6	72.2	88.9
MDD 2021.10	94.5	98.4	100	93.5	74.6	72.2	88.9
CAN 2021.10	94.5	99.1	99.8	95	78	77	90.6
CAT 2020.06	94.4	98	100	90.8	72.2	70.2	87.6
rRevGrad+CAT 2021.10	94.4	98	100	90.8	72.2	70.2	87.6
rRGrad+CAT 2021.09	94.4	98	100	90.8	72.2	70.2	87.6
SHOT-B* 2021.09	94.3	99	100	95.3	79.4	80.2	91.4
CDAN+E 2017.05	94.1	98.6	100	92.9	71	69.3	87.7
CDAN 2020.02	94.1	98.6	100	92.9	71	69.3	87.7
CDAN 2020.06	94.1	98.6	100	92.9	71	69.3	87.7
CDAN 2021.03	94.1	98.6	100	92.9	71	69.3	87.7
CDAN+E 2021.09	94.1	98.6	100	92.9	71	69.3	87.7
CDTrans-S 2021.09	93.5	98.2	99.6	94.6	78.4	78	90.4
MEDM 2020.02	93.4	98.8	100	93.4	74.2	75.4	89.2
BSP+CDAN 2020.02	93.3	98.2	100	93	73.6	72.6	88.5
BSP 2021.03	93.3	98.2	100	93	73.6	72.6	88.5
BSP-TSA 2021.10	93.3	98.2	100	93	73.6	72.6	88.5
CDAN+BSP 2021.09	93.3	98.2	100	93	73.6	72.6	88.5
CDAN 2017.05	93.1	98.2	100	89.8	70.1	68	86.6
DSR 2021.10	93.1	98.7	99.8	92.4	73.5	73.9	88.6
GSP 2021.03	92.9	98.7	99.8	94.5	75.9	74.9	89.5
TAT 2021.03	92.5	99.3	100	93.2	73.1	72.1	88.4
Baseline-B 2022.04	92.5	99.2	100	93.6	80.7	80.7	91.1
MDD+Explicit Alignment 2020.06	92.3	98.2	99.8	92.3	74.6	72.9	88.4
ETD 2021.03	92.1	100	100	88	71	67.8	86.2
Baseline-S 2022.04	91.9	99.1	100	89.2	78.4	77.9	89.4
SHOT* 2021.09	91.8	98.2	99.8	93.8	74.8	74.1	88.8
BNM 2021.03	91.5	98.5	100	90.3	70.9	71.6	87.1
ViT-B 2022.04	91.2	99.2	100	90.4	81.1	80.6	90.4
SHOT 2021.10	90.9	98.8	99.9	93.1	74.5	74.8	88.7
PACET 2020.06	90.8	97.6	99.8	90.8	73.5	73.6	87.4
DMRL 2021.03	90.8	99	100	93.4	73	71.2	87.9
SymNets 2021.03	90.8	98.8	100	93.9	74.6	72.5	88.4
MDD (source-balanced sampler) 2020.06	90.4	98.7	99.9	90.4	75	73.7	88
Baseline-B 2021.09	90.4	98.2	100	90.8	76.8	76.4	88.8
MDD+Implicit Alignment 2020.06	90.3	98.7	99.8	92.1	75.3	74.9	88.8
SAFN 2021.10	90.1	98.6	99.8	90.7	73	70.2	87.1
SAFN+ENT 2021.09	90.1	98.6	99.8	90.7	73	70.2	87.1
SHOT 2021.09	90.1	98.4	99.9	94	74.7	74.3	88.6
SAFN+ENT 2022.04	90.1	98.6	99.8	90.7	73	70.2	87.1
SHOT 2022.04	90.1	98.4	99.9	94	74.7	74.3	88.6
MADA 2018.09	90	97.4	99.6	87.8	70.3	66.4	85.2
MADA 2020.02	90	97.4	99.6	87.8	70.3	66.4	85.2
MADA 2020.06	90	97.4	99.6	87.8	70.3	66.4	85.2
GTA 2017.05	89.5	97.9	99.8	87.7	72.8	71.4	86.5
GTA 2020.06	89.5	97.9	99.8	87.7	72.8	71.4	86.5
MCD 2020.06	88.6	98.5	100	92.2	69.5	69.7	86.5
MCD 2021.03	88.6	98.5	100	92.2	69.5	69.7	86.5
Baseline-S 2021.09	86.9	97.7	99.6	87.6	74.9	73.5	86.7
ViT-S 2022.04	86.9	98.6	100	88.6	76	75.9	87.7
PADA 2018.08	86.54	99.32	100	82.17	92.69	95.41	92.69
ADDA 2017.05	86.2	96.2	98.4	77.8	69.5	68.9	82.9
ADDA 2020.06	86.2	96.2	98.4	77.8	69.5	68.9	82.9
ADDA 2021.03	86.2	96.2	98.4	77.8	69.5	68.9	82.9
ADDA 2021.10	86.2	78.8	96.8	99.1	69.5	68.5	83.2
JAN 2017.05	85.4	97.4	99.8	84.7	68.6	70	84.3
JAN 2020.06	85.4	97.4	99.8	84.7	68.6	70	84.3
JAN 2021.03	85.4	97.4	99.8	84.7	68.6	70	84.3
RTN 2018.09	84.5	96.8	99.4	77.5	66.2	64.8	81.6
RTN 2017.05	84.5	96.8	99.4	77.5	66.2	64.8	81.6
CADA-A 2019.06	84.1	99.2	99.8	77.3	61.3	54.1	79.3
DM-ADA 2021.10	83.9	98.6	99.9	77.5	64.6	64	81.6
DAN 2018.09	83.8	96.8	99.5	78.4	66.7	62.7	81.3
DAN 2020.02	83.8	96.8	99.5	78.4	66.7	62.7	81.3
CADA-P 2019.06	83.4	99.8	100	80.1	59.8	59.5	80.4
PADA-classifier 2018.08	83.12	99.32	100	80.16	90.13	92.34	90.85
PFAN 2018.11	83	99	99.9	76.3	63.3	60.8	80.4
JDDA 2021.10	82.6	95.2	99.7	79.8	57.4	66.7	80.2
CADA-W 2019.06	82.3	99.2	99.6	75.9	57.7	53.3	78
RevGrad 2018.09	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2017.05	82	96.9	99.1	79.7	68.2	67.4	82.2
RevGrad 2020.02	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2020.06	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2021.03	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2021.09	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2022.04	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN 2021.10	81.7	98	99.8	83.9	66.4	66	82.6
DAN 2021.10	81.3	97.2	99.8	83.1	66.3	66.3	82.3

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