Domain Adaptation on Office31 standard (test) benchmark leaderboard · SOTA2 Research

Domain Adaptation on Office31 standard (test)

93.37Standard Accuracy (A->D)PL

Evaluation Results

Method	Links
PL2025.05		93.37	93.37	94.72	94.34	73.59	71.81	98.49	98.37	74.26	72.63	99.8	99.6	89.04	88.35
TAROT2025.05		93.37	92.97	94.47	94.47	76.32	75.19	98.62	98.49	72.74	71.64	100	100	90.45	90.04
TAROT2025.05		93.37	93.17	93.84	93.59	75.22	74.55	98.49	98.49	74.51	73.55	100	100	91	90.72
SROUDA2025.05		92.97	92.77	95.22	94.21	74.62	65.74	98.74	98.74	66.45	64.57	100	100	88	86.01
rRevGrad+CAT2019.03		90.8	—	94.4	—	72.2	—	98	—	70.2	—	100	—	87.6	—
CAT2019.03		90.6	—	91.1	—	70.4	—	98.6	—	66.5	—	99.6	—	86.1	—
SROUDA2025.05		89.96	85.54	91.57	90.57	49.38	22.36	97.99	90.31	71.92	65.71	98.59	97.99	83.24	75.41
PL2025.05		89.56	89.56	93.46	93.33	75.04	74.55	98.49	98.49	72.7	72.7	100	100	88.21	88.11
JAN+CAT2019.03		88.1	—	94	—	68.9	—	96.6	—	69.4	—	100	—	86.2	—
GenToAdapt2019.03		87.7	—	89.5	—	72.8	—	97.9	—	71.4	—	99.8	—	86.5	—
SimNet2019.03		85.3	—	88.6	—	73.4	—	98.2	—	71.8	—	99.7	—	86.2	—
JAN2019.03		84.7	—	85.4	—	68.6	—	97.4	—	70	—	99.8	—	84.3	—
RFA2025.05		83.53	78.11	81.89	72.58	61.38	54.03	97.48	96.73	63.44	56.12	100	99.2	81.29	76.13
RevGrad2019.03		79.4	—	82	—	68.2	—	96.9	—	67.4	—	99.1	—	82.2	—
DAN2019.03		78.6	—	80.5	—	63.6	—	97.1	—	62.8	—	99.6	—	80.4	—
RFA2025.05		78.51	45.18	73.84	33.08	62.3	46.57	98.24	79.87	61.02	43.95	99.2	81.53	78.85	55.03
rRevGrad+CAT2019.03		76.4	—	80.7	—	63.7	—	97.6	—	62.2	—	100	—	80.1	—
CAT2019.03		74.7	—	77.4	—	63.4	—	97.4	—	60.8	—	99.9	—	78.9	—
MSTN2019.03		74.5	—	80.5	—	62.5	—	96.9	—	60	—	99.9	—	79.1	—
JAN+CAT2019.03		74.5	—	78.4	—	63.6	—	97.2	—	61.2	—	100	—	79.2	—
RevGrad2019.03		72.3	—	73	—	53.4	—	96.4	—	51.2	—	99.2	—	74.3	—
ARTUDA2025.05		71.89	71.69	73.71	73.33	57.93	52.25	93.21	93.08	58.93	52.68	98.39	97.99	75.68	73.5
JAN2019.03		71.8	—	74.9	—	58.3	—	96.6	—	55	—	99.5	—	76	—
ResNet-502019.03		68.9	—	68.4	—	62.5	—	96.7	—	60.7	—	99.3	—	76.1	—
DRCN2019.03		66.8	—	68.7	—	56	—	96.4	—	54.9	—	99	—	73.6	—
DDC2019.03		64.4	—	61.8	—	52.1	—	95	—	52.2	—	98.5	—	70.6	—
AlexNet2019.03		63.8	—	61.6	—	51.1	—	95.4	—	49.8	—	99	—	70.1	—
ARTUDA2025.05		47.79	45.58	47.67	45.16	42.88	33.12	88.81	86.54	59.99	36.74	94.18	91.57	63.55	56.45