Partial Domain Adaptation on Office-31 (test) benchmark leaderboard · SOTA2 Research

Partial Domain Adaptation on Office-31 (test)

98.98Accuracy (A -> W)BA³US

Evaluation Results

Method	Links
BA³US2020.03		98.98	100	98.73	99.36	94.82	94.99	97.81
MWPDA2020.03		96.61	100	100	95.12	95.02	95.51	97.05
ETN2020.03		94.52	100	100	95.03	96.21	94.64	96.73
SAN2020.04		93.9	99.3	99.4	94.3	94.2	88.7	95
SAN2020.03		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-DANN2020.03		93.22	100	98.73	92.36	94.61	94.71	95.6
SSPDA2020.03		91.52	92.88	98.94	90.87	90.61	94.36	93.2
DRCN2020.04		90.8	100	100	94.3	95.2	94.8	95.9
IWAN2020.04		89.2	99.3	99.4	90.5	95.6	84.7	93.1
IWAN2020.03		89.15	99.32	99.36	90.45	95.62	94.26	94.69
DRCN2020.04		88.5	100	100	86	95.6	95.8	94.3
DRCN2020.03		88.05	100	100	86	95.6	95.8	94.3
DEV2026.06		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
PADA2020.03		86.54	99.32	100	82.17	92.69	95.41	92.69
Original2026.06		86.54	99.32	100	82.17	92.69	95.41	92.69
PADA2020.04		86.5	99.3	100	82.2	92.7	95.4	92.7
IWCV2026.06		82.38	97	96.42	78.96	89.16	92.23	89.36
CDAN+E2020.03		80.51	98.98	98.09	77.07	93.58	91.65	89.98
ADDA2020.03		75.67	95.38	99.85	83.41	83.62	84.25	87.03
ResNet-502020.03		75.59	96.27	98.09	83.44	83.92	84.97	87.05
RTN2020.04		75.3	97.1	98.3	66.9	85.6	85.7	84.8
LEL2020.04		73.2	93.9	96.8	76.4	83.6	84.8	84.8
Source Risk2026.06		70.17	98.3	99.32	76.17	88.51	90.92	87.23
ResNet2020.04		54.5	94.6	94.3	65.6	73.2	71.7	75.6
RevGrad2020.04		46.8	38.9	41.4	41.3	44.7	42.4	42.6
DAN2020.04		46.4	53.8	58.6	42.7	65.7	65.3	55.4
ADDA2020.04		43.7	46.5	40.1	43.7	42.8	46	43.8
JAN2020.04		43.4	53.8	41.4	35.7	51	51.6	46.1