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Partial Domain Adaptation on Office-31 (test)

98.98Accuracy (A -> W)

BA³US

Updated 1mo ago

Evaluation Results

Method	Links
BA³US 2020.03		98.98	100	98.73	99.36	94.82	94.99	97.81
MWPDA 2020.03		96.61	100	100	95.12	95.02	95.51	97.05
ETN 2020.03		94.52	100	100	95.03	96.21	94.64	96.73
SAN 2020.04		93.9	99.3	99.4	94.3	94.2	88.7	95
SAN 2020.03		93.9	99.32	99.36	94.27	94.15	88.73	94.96
Ours (w/ BAA) 2020.03		93.9	100	100	93.63	94.89	94.78	96.2
E-DANN 2020.03		93.22	100	98.73	92.36	94.61	94.71	95.6
SSPDA 2020.03		91.52	92.88	98.94	90.87	90.61	94.36	93.2
DRCN 2020.04		90.8	100	100	94.3	95.2	94.8	95.9
IWAN 2020.04		89.2	99.3	99.4	90.5	95.6	84.7	93.1
IWAN 2020.03		89.15	99.32	99.36	90.45	95.62	94.26	94.69
DRCN 2020.04		88.5	100	100	86	95.6	95.8	94.3
DRCN 2020.03		88.05	100	100	86	95.6	95.8	94.3
DEV 2026.06		87.8	100	100	82.94	92.84	95.23	93.15
Target Risk (Upper Bound) 2026.06		87.8	100	100	83.59	93	95.66	93.34
PADA 2020.03		86.54	99.32	100	82.17	92.69	95.41	92.69
Original 2026.06		86.54	99.32	100	82.17	92.69	95.41	92.69
PADA 2020.04		86.5	99.3	100	82.2	92.7	95.4	92.7
IWCV 2026.06		82.38	97	96.42	78.96	89.16	92.23	89.36
CDAN+E 2020.03		80.51	98.98	98.09	77.07	93.58	91.65	89.98
ADDA 2020.03		75.67	95.38	99.85	83.41	83.62	84.25	87.03
ResNet-50 2020.03		75.59	96.27	98.09	83.44	83.92	84.97	87.05
RTN 2020.04		75.3	97.1	98.3	66.9	85.6	85.7	84.8
LEL 2020.04		73.2	93.9	96.8	76.4	83.6	84.8	84.8
Source Risk 2026.06		70.17	98.3	99.32	76.17	88.51	90.92	87.23
ResNet 2020.04		54.5	94.6	94.3	65.6	73.2	71.7	75.6
RevGrad 2020.04		46.8	38.9	41.4	41.3	44.7	42.4	42.6
DAN 2020.04		46.4	53.8	58.6	42.7	65.7	65.3	55.4
ADDA 2020.04		43.7	46.5	40.1	43.7	42.8	46	43.8
JAN 2020.04		43.4	53.8	41.4	35.7	51	51.6	46.1