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Partial Domain Adaptation on Office-31

97.8Avg Accuracy

BA3US

Updated 4d ago

Evaluation Results

Method
BA3US 2023.03	97.8	-	-	-	-	-	-	-	-	-	-	-	-
RTNetadv 2019.05	96.9	-	-	-	-	-	-	96.2	100	100	97.6	92.3	95.4
RTNet 2019.05	96.8	-	-	-	-	-	-	95.1	100	100	97.8	93.9	94.1
ETN 2020.07	96.73	94.52	100	100	95.03	96.21	94.64	-	-	-	-	-	-
ETN 2023.03	96.7	-	-	-	-	-	-	-	-	-	-	-	-
BA³US 2020.03	95.84	95.54	99.32	100	89.83	94.92	95.41	-	-	-	-	-	-
ETN 2019.05	95.8	-	-	-	-	-	-	93.4	99.3	99.2	95.5	95.4	91.7
LEAD 2024.03	95.5	93.9	98.6	99.4	89.8	95.6	96	-	-	-	-	-	-
Jigsaw-gamma, lambda 2020.07	95.49	99.66	94.46	99.57	97.67	87.33	94.26	-	-	-	-	-	-
GLC + LEAD 2024.03	95.1	93.2	96.9	99.4	89.8	95.6	96	-	-	-	-	-	-
Jigsaw-gamma 2020.07	95.06	99.32	94.69	99.36	96.39	86.36	94.22	-	-	-	-	-	-
SAN 2020.07	94.96	93.9	99.32	99.36	94.27	94.15	88.73	-	-	-	-	-	-
IWAN 2020.07	94.69	89.15	99.32	99.36	90.45	95.62	94.26	-	-	-	-	-	-
DRCN 2020.07	94.3	86	88.05	95.6	100	95.8	100	-	-	-	-	-	-
GLC 2023.03	94.1	-	-	-	-	-	-	-	-	-	-	-	-
GLC 2024.03	94.1	89.8	96.6	99.4	89.8	92.8	96.1	-	-	-	-	-	-
ETN 2020.03	93.88	89.43	100	100	85.66	95.93	92.28	-	-	-	-	-	-
GATE 2023.03	93.7	-	-	-	-	-	-	-	-	-	-	-	-
GATE 2024.03	93.7	86.2	100	98.6	89.5	93.5	94.4	-	-	-	-	-	-
UMAD + LEAD 2024.03	93.6	90.8	98	100	89.2	90.6	93	-	-	-	-	-	-
SAFN+ENT 2020.07	93.47	87.57	98.08	99.36	88.11	93.95	93.77	-	-	-	-	-	-
PADA 2019.05	93.3	-	-	-	-	-	-	86.3	99.3	100	90.4	91.3	92.6
DCC 2023.03	93.3	-	-	-	-	-	-	-	-	-	-	-	-
DCC 2024.03	93.3	81.3	100	100	87.3	95.4	95.5	-	-	-	-	-	-
Jigsaw 2020.07	93.18	91.75	94.12	98.93	90.87	89.95	93.42	-	-	-	-	-	-
PADA 2020.07	92.69	86.54	99.32	100	82.17	92.69	95.41	-	-	-	-	-	-
PADA 2020.03	92.54	81.73	100	100	86.05	93	95.26	-	-	-	-	-	-
SHOT-P 2024.03	92.4	84.4	96.6	99.4	89.8	92.2	92.2	-	-	-	-	-	-
SHOT-P 2023.03	92.2	-	-	-	-	-	-	-	-	-	-	-	-
SAN 2020.03	92.07	90.7	99.32	100	83.39	87.16	91.85	-	-	-	-	-	-
Rotation 2020.07	92.03	87.91	95.14	99.57	86.84	88.73	93.98	-	-	-	-	-	-
SAFN 2020.07	91.72	84.52	97.4	98.94	84.5	92.07	92.9	-	-	-	-	-	-
HAFN 2020.07	90.28	79.89	97.63	99.57	84.93	89.59	90.08	-	-	-	-	-	-
UMAD 2023.03	89.5	-	-	-	-	-	-	-	-	-	-	-	-
UMAD 2024.03	89.5	85.1	97.6	99.4	85.4	83.5	86.2	-	-	-	-	-	-
ResNet 2019.05	88.7	-	-	-	-	-	-	76.5	99.2	97.7	87.5	87.2	84.1
Source-only 2023.03	87.8	-	-	-	-	-	-	-	-	-	-	-	-
Source-only 2024.03	87.8	79.3	95.9	98.1	90.4	79.3	84.3	-	-	-	-	-	-
IWAN 2020.03	87.51	90.95	79.75	88.53	82.9	89.57	93.36	-	-	-	-	-	-
DANN 2020.07	86.5	75.56	96.27	98.73	81.53	82.78	86.12	-	-	-	-	-	-
DANCE 2023.03	86	-	-	-	-	-	-	-	-	-	-	-	-
DANCE 2024.03	86	71.2	94.6	96.8	77.1	83.7	92.6	-	-	-	-	-	-
ResNet-50 2020.07	85.73	75.37	94.13	98.84	79.19	81.28	85.49	-	-	-	-	-	-
CMU 2024.03	83.4	84.2	97.2	98.8	84.1	69.2	66.8	-	-	-	-	-	-
JDDA 2019.05	82.1	-	-	-	-	-	-	73.5	93.1	89.3	76.4	77.6	82.8
VGG-16 2020.03	81.03	76.43	97.97	99.36	60.34	72.96	79.12	-	-	-	-	-	-
OVANet 2023.03	74.6	-	-	-	-	-	-	-	-	-	-	-	-
OVANet 2024.03	74.6	61.7	90.2	98.7	69.4	61.4	66.4	-	-	-	-	-	-
DAN 2020.07	71.34	59.32	73.9	90.45	61.78	74.95	67.64	-	-	-	-	-	-
DANN 2019.05	66	-	-	-	-	-	-	62.8	71.6	65.6	65.1	78.9	52.1
CORAL 2019.05	65.1	-	-	-	-	-	-	52.1	65.2	64.1	58	73.1	77.9
DAN 2019.05	57.6	-	-	-	-	-	-	53.6	62.7	57.8	47.7	61.2	62.8