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Partial Domain Adaptation on Office-Home

80.2Average Accuracy

SHOT + EvoADA

Updated 4d ago

Evaluation Results

Method	Links
SHOT + EvoADA 2021.03		80.2	66.5	84.7	89.8	80.3	80.9	86.3	83.3	64.1	90.1	85.5	61.4	89.9
AaD 2022.05		79.7	67	83.5	93.1	80.5	76	87.6	78.1	65.6	90.2	83.5	64.3	87.3
SHOT 2022.05		79.3	64.8	85.2	92.7	76.3	77.6	88.8	79.7	64.3	89.5	80.6	66.4	85.8
UMAD 2021.12		78.4	-	-	-	-	-	-	-	-	-	-	-	-
SHOT 2021.03		78.3	62.8	84.2	92.3	75.1	76.3	86.4	78.5	62.3	89.6	80.9	63.8	87.1
UMAD 2021.12		78	-	-	-	-	-	-	-	-	-	-	-	-
SHOT-P 2023.03		77.8	64.7	85.1	90.1	75.1	73.9	84.2	76.4	64.1	90.3	80.7	63.3	85.5
SHOT-P 2024.03		77.8	64.7	85.1	90.1	75.1	73.9	84.2	76.4	64.1	90.3	80.7	63.3	85.5
SHOT-IM 2022.05		76.8	57.9	83.6	88.8	72.4	74	79	76.1	60.6	90.1	81.9	68.3	88.5
BA3US 2021.03		76	60.6	83.2	88.4	71.8	72.8	83.4	75.5	61.6	86.5	79.3	62.8	86.1
BA³US† 2021.12		76	-	-	-	-	-	-	-	-	-	-	-	-
BA3US 2020.12		76	60.6	83.2	88.4	71.8	72.8	83.4	75.5	61.6	86.5	79.3	62.8	86.1
SLM 2020.12		76	61.1	84	91.4	76.5	75	81.8	74.6	55.6	87.8	82.3	57.8	83.5
BA3US 2023.03		76	60.6	83.2	88.4	71.8	72.8	83.4	75.5	61.6	86.5	79.3	62.8	86.1
BA³US 2020.03		75.98	60.62	83.16	88.39	71.75	72.79	83.4	75.45	61.59	86.53	79.25	62.8	86.05
JUMBOT† 2021.12		75.5	-	-	-	-	-	-	-	-	-	-	-	-
MCC† 2021.12		75.1	-	-	-	-	-	-	-	-	-	-	-	-
UMAD + LEAD 2024.03		75	61.1	78.2	87.5	70.5	78.5	81.8	74.1	60.4	83.3	78.8	63.2	82.1
GATE 2023.03		74	55.8	75.9	85.3	73.6	70.2	83	72.1	59.5	84.7	79.6	63.9	83.8
GATE 2024.03		74	55.8	75.9	85.3	73.6	70.2	83	72.1	59.5	84.7	79.6	63.9	83.8
LEAD 2024.03		73.8	58.2	83.1	87	70.5	75.4	83.3	73.7	50.4	83.7	78.3	58.7	83.2
SAFN* 2018.11		73.56	60	77.92	83.32	72.91	74.57	79.13	73.09	57.43	82.11	77.87	61.79	82.58
BA³US (w/ BAA) 2020.03		73.4	56.2	79.55	86.21	70.86	69.94	81.06	72.51	57.91	86.47	77.1	59.34	83.64
GLC + LEAD 2024.03		73.2	56.6	81.2	88.1	72.5	72.2	83.2	75.3	43.6	83.4	78.2	59.7	84.2
DCC† 2021.12		73	-	-	-	-	-	-	-	-	-	-	-	-
UMAD 2021.12		72.9	-	-	-	-	-	-	-	-	-	-	-	-
GLC 2023.03		72.5	55.9	79	87.5	72.5	71.8	82.7	74.9	41.7	82.4	77.3	60.4	84.3
GLC 2024.03		72.5	55.9	79	87.5	72.5	71.8	82.7	74.9	41.7	82.4	77.3	60.4	84.3
RTNet_adv 2020.12		72.3	63.2	80.1	80.7	66.7	69.3	77.2	71.6	53.9	84.6	77.4	57.9	85.5
RTNet 2020.12		72	62.7	79.3	81.2	65.1	68.4	76.5	70.8	55.3	85.2	76.9	59.1	83.4
SAFN 2018.11		71.83	58.93	76.25	81.42	70.43	72.97	77.78	72.36	55.34	80.4	75.81	60.42	79.92
SAFN 2020.03		71.83	58.93	76.25	81.42	70.43	72.97	77.78	72.36	55.34	80.4	75.81	60.42	79.92
SAFN 2021.03		71.8	58.9	76.3	81.4	70.4	73	77.8	72.4	55.3	80.4	75.8	60.4	79.9
SAFN 2020.12		71.8	58.9	76.3	81.4	70.4	73	77.8	72.4	55.3	80.4	75.8	60.4	79.9
DANCE 2021.12		71.1	-	-	-	-	-	-	-	-	-	-	-	-
DANCE 2023.03		71.1	53.6	73.2	84.9	70.8	67.3	82.6	70	50.9	84.8	77	55.9	81.8
DANCE 2024.03		71.1	53.6	73.2	84.9	70.8	67.3	82.6	70	50.9	84.8	77	55.9	81.8
DCC 2023.03		70.9	54.2	47.5	57.5	83.8	71.6	86.2	63.7	65	75.2	85.5	78.2	82.6
DCC 2024.03		70.9	54.2	47.5	57.5	83.8	71.6	86.2	63.7	65	75.2	85.5	78.2	82.6
ETN 2021.03		70.5	59.2	77	79.5	62.9	65.7	75	68.3	55.4	84.4	75.7	57.7	84.5
ETN 2020.12		70.5	60.4	76.5	77.2	64.3	67.5	75.8	69.3	54.2	83.7	75.6	56.7	84.5
ETN 2020.03		70.45	59.24	77.03	79.54	62.92	65.73	75.01	68.29	55.37	84.37	75.72	57.66	84.54
ETN 2023.03		70.4	59.2	77	79.5	62.9	65.7	75	68.3	55.4	84.4	75.7	57.7	84.5
E-DANN 2020.03		70.24	54.05	74.12	84.06	67.06	64.95	75.15	71.29	53.09	83.42	76	58.17	81.53
DRCN 2020.04		69	54	76.4	83	62.1	64.5	71	70.8	49.8	80.5	77.5	59.1	79.9
DRCN 2020.03		69	54	76.4	83	62.1	64.5	71	70.8	49.8	80.5	77.5	59.1	79.9
DRCN 2020.12		69	54	76.4	83	62.1	64.5	71	70.8	49.8	80.5	77.5	59.1	79.9
DRCN 2020.04		68.5	51.6	75.8	82	62.9	65.1	72.9	67.4	50	81	76.4	57.7	79.3
MWPDA 2020.03		68.41	55.39	77.53	81.27	57.08	61.03	62.33	68.74	56.42	86.67	76.7	57.67	80.06
SSPDA 2020.03		68.07	52.02	63.64	77.95	65.66	59.31	73.48	70.49	51.54	84.89	76.25	60.74	80.86
HAFN 2018.11		67.51	53.35	72.66	80.84	64.16	65.34	71.07	66.08	51.64	78.26	72.45	55.28	79.02
CMU 2024.03		66.5	50.9	74.2	78.4	62.2	64.1	72.5	63.5	47.9	78.3	72.4	54.7	78.9
UMAD 2023.03		66.3	51.2	66.5	79.2	63.1	62.9	68.2	63.3	56.4	75.9	74.5	55.9	78.3
UMAD 2024.03		66.3	51.2	66.5	79.2	63.1	62.9	68.2	63.3	56.4	75.9	74.5	55.9	78.3
SPL 2020.12		65.7	46.4	70.5	77.2	61	65.2	73.2	64.3	44.7	79.1	69.5	58	79.8
SAN 2020.04		65.3	44.4	68.7	74.6	67.5	65	77.8	59.8	44.7	80.1	72.2	50.2	78.7
SAN 2020.03		65.3	44.42	68.68	74.6	67.49	64.99	77.8	59.78	44.72	80.07	72.18	50.21	78.66
SAN 2021.03		65.3	44.4	68.7	74.6	67.5	65	77.8	59.8	44.7	80.1	72.2	50.2	78.7
SAN 2020.12		65.3	44.4	68.7	74.6	67.5	65	77.8	59.8	44.7	80.1	72.2	50.2	78.7
PADA 2020.12		64.5	53.2	69.5	78.6	61.7	62.7	60.9	56.4	44.6	79.3	74.2	55.1	77.4
No Adaptation 2021.12		64.4	-	-	-	-	-	-	-	-	-	-	-	-
IWAN 2020.04		63.6	53.9	54.5	78.1	61.3	48	63.3	54.2	52	81.3	76.5	56.8	82.9
IWAN 2020.12		63.6	53.9	54.5	78.1	61.3	48	63.3	54.2	52	81.3	76.5	56.8	82.9
IWAN 2020.03		63.56	53.94	54.45	78.12	61.31	47.95	63.32	54.17	52.02	81.28	76.46	56.75	82.9
Source-only 2023.03		62.9	45.9	69.2	81.1	55.7	61.2	64.8	60.7	41.1	75.8	70.5	49.9	78.4
Source-only 2024.03		62.9	45.9	69.2	81.1	55.7	61.2	64.8	60.7	41.1	75.8	70.5	49.9	78.4
ADDA 2020.03		62.82	45.23	68.79	79.21	64.56	60.01	68.29	57.56	38.89	77.45	70.28	45.23	78.32
ADDA 2020.12		62.8	45.2	68.8	79.2	64.6	60	68.3	57.6	38.9	77.5	70.3	45.2	78.3
PADA 2020.04		62.1	52	67	78.7	52.2	53.8	59	52.6	43.2	78.8	73.7	56.6	77.1
PADA 2018.08		62.06	51.95	67	78.74	52.16	53.78	59.03	52.61	43.22	78.79	73.73	56.6	77.09
PADA* 2018.11		62.06	51.95	67	78.74	52.16	53.78	59.03	52.61	43.22	78.79	73.73	56.6	77.09
PADA 2020.03		62.06	51.95	67	78.74	52.16	53.78	59.03	52.61	43.22	78.79	73.73	56.6	77.09
ResNet-50 2020.03		61.35	46.33	67.51	75.87	59.14	59.94	62.73	58.22	41.79	74.88	67.4	48.18	74.17
ResNet-50 2021.03		61.3	46.3	67.5	75.9	59.1	59.9	62.7	58.2	41.8	74.9	67.4	48.2	74.2
ResNet-50 2020.12		61.3	47.2	66.8	76.9	57.6	58.4	62.5	59.4	40.6	75.9	65.6	49.1	75.8
CDAN+E 2020.03		60.73	47.52	65.91	75.65	57.07	54.12	63.42	59.6	44.3	72.39	66.02	49.91	72.8
CDAN+E 2020.12		60.7	47.5	65.9	75.7	57.1	54.1	63.4	59.6	44.3	72.4	66	49.9	72.8
RTN 2020.04		59.3	49.4	64.3	76.2	47.6	51.7	57.7	50.4	41.5	75.5	70.2	51.8	74.8
RTN 2020.12		59.3	49.4	64.3	76.2	47.6	51.7	57.7	50.4	41.5	75.5	70.2	51.8	74.8
RTN 2018.08		59.25	49.37	64.33	76.19	47.56	51.74	57.67	50.38	41.45	75.53	70.17	51.82	74.78
JDDA 2020.12		57.7	45.8	63.9	74.1	51.8	55.2	60.3	53.7	38.3	72.6	62.5	43.3	71.3
PADA-classifier 2018.08		55.55	47.45	58.15	74.32	43.62	37.93	51.91	48.21	41.67	71.62	67.13	52.98	71.6
DANN 2020.12		55.3	43.2	61.9	72.1	52.3	53.5	57.9	47.2	35.4	70.1	61.3	37	71.7
DAN 2020.04		54.5	44.4	61.8	74.5	41.8	45.2	54.1	46.9	38.1	68.4	64.4	45.4	68.9
DAN 2018.08		54.48	44.36	61.79	74.49	41.78	45.21	54.11	46.92	38.14	68.42	64.37	45.37	68.85
DAN 2018.11		54.48	44.36	61.79	74.49	41.78	45.21	54.11	46.92	38.14	68.42	64.37	45.37	68.85
ResNet 2018.08		53.71	38.57	60.78	75.21	39.94	48.12	52.9	49.68	30.91	70.79	65.38	41.79	70.42
ResNet 2018.11		53.71	38.57	60.78	75.21	39.94	48.12	52.9	49.68	30.91	70.79	65.38	41.79	70.42
ResNet 2020.04		53.7	38.6	60.8	75.2	39.9	48.1	52.9	49.7	30.9	70.8	65.4	41.8	70.4
CORAL 2020.12		52.5	38.2	55.6	65.9	48.4	52.5	51.3	48.9	32.6	67.1	63.8	35.9	69.8
PADA-adversarial 2018.08		52.13	47.1	47.54	67.53	41.32	39.72	52.7	43.07	35.94	70.51	61.8	48.24	70.08
OVANet 2023.03		49.5	34.1	54.6	72.1	42.4	47.3	55.9	38.2	26.2	61.7	56.7	35.8	68.9
OVANet 2024.03		49.5	34.1	54.6	72.1	42.4	47.3	55.9	38.2	26.2	61.7	56.7	35.8	68.9
RevGrad 2020.04		47.4	44.9	54.1	69	36.3	34.3	45.2	44.1	38	68.7	53	34.7	46.5
DANN 2018.08		47.39	44.89	54.06	68.97	36.27	34.34	45.22	44.08	38.03	68.69	52.98	34.68	46.5
DANN 2018.11		47.39	44.89	54.06	68.97	36.27	34.34	45.22	44.08	38.03	68.69	52.98	34.68	46.5
DANN 2021.03		40.9	35.5	48.2	51.6	35.2	35.4	41.4	34.8	31.7	46.2	47.5	34.7	49