Domain Adaptation on Office-31 (Standard Unsupervised Evaluation)

98.5Accuracy (A to W)Mirror Samples

Evaluation Results

Method
Mirror Samples2021.10	98.5	99.3	100	96.2	77	78.9	91.7
SSRT-B2022.04	97.7	99.2	100	98.6	83.5	82.2	93.5
CDTrans-B2021.09	96.7	99	100	97	81.1	81.9	92.6
CDTrans2022.04	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
TVT2022.04	96.4	99.4	100	96.4	84.9	86.1	93.8
RSDA-MSTN2021.10	96.1	99.3	100	95.8	77.4	78.9	91.1
FixBi2021.10	96.1	99.3	100	95	78.7	79.4	91.4
BSP + TSA2021.03	96	98.7	100	95.4	76.7	76.8	90.6
SRDC2021.10	95.7	99.2	100	95.8	76.7	77.1	90.8
CDAN+TN2021.09	95.7	98.7	100	94	73.4	74.2	89.3
CDAN+TN2022.04	95.7	98.7	100	94	73.4	74.2	89.3
SSRT-S2022.04	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+SCDA2022.04	95.3	98.4	100	95.4	77.2	75.9	90.5
CDAN + TSA2021.03	95.1	98.7	100	95	76.3	75.9	90.2
DANN + TSA2021.03	94.9	98.5	100	92	76.3	74.6	89.4
MCSD2021.10	94.9	99.1	100	95.6	77.6	77	90.7
GVB-GD2021.03	94.8	98.7	100	95	73.4	73.7	89.3
ResNet-50 + TSA2021.03	94.8	99.1	100	92.6	74.9	74.4	89.3
MDD2020.02	94.5	98.4	100	93.5	74.6	72.2	88.9
MDD2020.06	94.5	98.4	100	93.5	74.6	72.2	88.9
MDD2021.03	94.5	98.4	100	93.5	74.6	72.2	88.9
MDD2021.10	94.5	98.4	100	93.5	74.6	72.2	88.9
CAN2021.10	94.5	99.1	99.8	95	78	77	90.6
CAT2020.06	94.4	98	100	90.8	72.2	70.2	87.6
rRevGrad+CAT2021.10	94.4	98	100	90.8	72.2	70.2	87.6
rRGrad+CAT2021.09	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+E2017.05	94.1	98.6	100	92.9	71	69.3	87.7
CDAN2020.02	94.1	98.6	100	92.9	71	69.3	87.7
CDAN2020.06	94.1	98.6	100	92.9	71	69.3	87.7
CDAN2021.03	94.1	98.6	100	92.9	71	69.3	87.7
CDAN+E2021.09	94.1	98.6	100	92.9	71	69.3	87.7
CDTrans-S2021.09	93.5	98.2	99.6	94.6	78.4	78	90.4
MEDM2020.02	93.4	98.8	100	93.4	74.2	75.4	89.2
BSP+CDAN2020.02	93.3	98.2	100	93	73.6	72.6	88.5
BSP2021.03	93.3	98.2	100	93	73.6	72.6	88.5
BSP-TSA2021.10	93.3	98.2	100	93	73.6	72.6	88.5
CDAN+BSP2021.09	93.3	98.2	100	93	73.6	72.6	88.5
CDAN2017.05	93.1	98.2	100	89.8	70.1	68	86.6
DSR2021.10	93.1	98.7	99.8	92.4	73.5	73.9	88.6
GSP2021.03	92.9	98.7	99.8	94.5	75.9	74.9	89.5
TAT2021.03	92.5	99.3	100	93.2	73.1	72.1	88.4
Baseline-B2022.04	92.5	99.2	100	93.6	80.7	80.7	91.1
MDD+Explicit Alignment2020.06	92.3	98.2	99.8	92.3	74.6	72.9	88.4
ETD2021.03	92.1	100	100	88	71	67.8	86.2
Baseline-S2022.04	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
BNM2021.03	91.5	98.5	100	90.3	70.9	71.6	87.1
ViT-B2022.04	91.2	99.2	100	90.4	81.1	80.6	90.4
SHOT2021.10	90.9	98.8	99.9	93.1	74.5	74.8	88.7
PACET2020.06	90.8	97.6	99.8	90.8	73.5	73.6	87.4
DMRL2021.03	90.8	99	100	93.4	73	71.2	87.9
SymNets2021.03	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-B2021.09	90.4	98.2	100	90.8	76.8	76.4	88.8
MDD+Implicit Alignment2020.06	90.3	98.7	99.8	92.1	75.3	74.9	88.8
SAFN2021.10	90.1	98.6	99.8	90.7	73	70.2	87.1
SAFN+ENT2021.09	90.1	98.6	99.8	90.7	73	70.2	87.1
SHOT2021.09	90.1	98.4	99.9	94	74.7	74.3	88.6
SAFN+ENT2022.04	90.1	98.6	99.8	90.7	73	70.2	87.1
SHOT2022.04	90.1	98.4	99.9	94	74.7	74.3	88.6
MADA2018.09	90	97.4	99.6	87.8	70.3	66.4	85.2
MADA2020.02	90	97.4	99.6	87.8	70.3	66.4	85.2
MADA2020.06	90	97.4	99.6	87.8	70.3	66.4	85.2
GTA2017.05	89.5	97.9	99.8	87.7	72.8	71.4	86.5
GTA2020.06	89.5	97.9	99.8	87.7	72.8	71.4	86.5
MCD2020.06	88.6	98.5	100	92.2	69.5	69.7	86.5
MCD2021.03	88.6	98.5	100	92.2	69.5	69.7	86.5
Baseline-S2021.09	86.9	97.7	99.6	87.6	74.9	73.5	86.7
ViT-S2022.04	86.9	98.6	100	88.6	76	75.9	87.7
PADA2018.08	86.54	99.32	100	82.17	92.69	95.41	92.69
ADDA2017.05	86.2	96.2	98.4	77.8	69.5	68.9	82.9
ADDA2020.06	86.2	96.2	98.4	77.8	69.5	68.9	82.9
ADDA2021.03	86.2	96.2	98.4	77.8	69.5	68.9	82.9
ADDA2021.10	86.2	78.8	96.8	99.1	69.5	68.5	83.2
JAN2017.05	85.4	97.4	99.8	84.7	68.6	70	84.3
JAN2020.06	85.4	97.4	99.8	84.7	68.6	70	84.3
JAN2021.03	85.4	97.4	99.8	84.7	68.6	70	84.3
RTN2018.09	84.5	96.8	99.4	77.5	66.2	64.8	81.6
RTN2017.05	84.5	96.8	99.4	77.5	66.2	64.8	81.6
CADA-A2019.06	84.1	99.2	99.8	77.3	61.3	54.1	79.3
DM-ADA2021.10	83.9	98.6	99.9	77.5	64.6	64	81.6
DAN2018.09	83.8	96.8	99.5	78.4	66.7	62.7	81.3
DAN2020.02	83.8	96.8	99.5	78.4	66.7	62.7	81.3
CADA-P2019.06	83.4	99.8	100	80.1	59.8	59.5	80.4
PADA-classifier2018.08	83.12	99.32	100	80.16	90.13	92.34	90.85
PFAN2018.11	83	99	99.9	76.3	63.3	60.8	80.4
JDDA2021.10	82.6	95.2	99.7	79.8	57.4	66.7	80.2
CADA-W2019.06	82.3	99.2	99.6	75.9	57.7	53.3	78
RevGrad2018.09	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN2017.05	82	96.9	99.1	79.7	68.2	67.4	82.2
RevGrad2020.02	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN2020.06	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN2021.03	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN2021.09	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN2022.04	82	96.9	99.1	79.7	68.2	67.4	82.2
DANN2021.10	81.7	98	99.8	83.9	66.4	66	82.6
DAN2021.10	81.3	97.2	99.8	83.1	66.3	66.3	82.3