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Domain Adaptation on Office31 standard (test)

93.37Standard Accuracy (A->D)

Updated 4d ago

Evaluation Results

Method
PL 2025.05	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
TAROT 2025.05	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
TAROT 2025.05	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
SROUDA 2025.05	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+CAT 2019.03	90.8	-	94.4	-	72.2	-	98	-	70.2	-	100	-	87.6	-
CAT 2019.03	90.6	-	91.1	-	70.4	-	98.6	-	66.5	-	99.6	-	86.1	-
SROUDA 2025.05	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
PL 2025.05	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+CAT 2019.03	88.1	-	94	-	68.9	-	96.6	-	69.4	-	100	-	86.2	-
GenToAdapt 2019.03	87.7	-	89.5	-	72.8	-	97.9	-	71.4	-	99.8	-	86.5	-
SimNet 2019.03	85.3	-	88.6	-	73.4	-	98.2	-	71.8	-	99.7	-	86.2	-
JAN 2019.03	84.7	-	85.4	-	68.6	-	97.4	-	70	-	99.8	-	84.3	-
RFA 2025.05	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
RevGrad 2019.03	79.4	-	82	-	68.2	-	96.9	-	67.4	-	99.1	-	82.2	-
DAN 2019.03	78.6	-	80.5	-	63.6	-	97.1	-	62.8	-	99.6	-	80.4	-
RFA 2025.05	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+CAT 2019.03	76.4	-	80.7	-	63.7	-	97.6	-	62.2	-	100	-	80.1	-
CAT 2019.03	74.7	-	77.4	-	63.4	-	97.4	-	60.8	-	99.9	-	78.9	-
MSTN 2019.03	74.5	-	80.5	-	62.5	-	96.9	-	60	-	99.9	-	79.1	-
JAN+CAT 2019.03	74.5	-	78.4	-	63.6	-	97.2	-	61.2	-	100	-	79.2	-
RevGrad 2019.03	72.3	-	73	-	53.4	-	96.4	-	51.2	-	99.2	-	74.3	-
ARTUDA 2025.05	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
JAN 2019.03	71.8	-	74.9	-	58.3	-	96.6	-	55	-	99.5	-	76	-
ResNet-50 2019.03	68.9	-	68.4	-	62.5	-	96.7	-	60.7	-	99.3	-	76.1	-
DRCN 2019.03	66.8	-	68.7	-	56	-	96.4	-	54.9	-	99	-	73.6	-
DDC 2019.03	64.4	-	61.8	-	52.1	-	95	-	52.2	-	98.5	-	70.6	-
AlexNet 2019.03	63.8	-	61.6	-	51.1	-	95.4	-	49.8	-	99	-	70.1	-
ARTUDA 2025.05	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