Our new X account is live! Follow @wizwand_team for updates

Unsupervised Domain Adaptation on DomainNet

85.8Average Accuracy

UniMoS

Updated 4d ago

Evaluation Results

Method	Links
UniMoS 2024.03		85.8	86	85.9	85.8	85.5	-	85.9	-	-	-	-	-	-
UniMoS 2024.03		77.1	-	76.5	77.2	76.6	77.5	77.8	-	-	-	-	-	-
UniMoS 2024.03		71.7	72.3	71.5	-	69.4	72.5	72.6	-	-	-	-	-	-
UniMoS 2024.03		68	68.5	67.8	68.2	67.5	68	-	-	-	-	-	-	-
PADCLIP-B 2024.03		63.7	63.1	62.5	62.5	69.5	60.6	64.3	-	-	-	-	-	-
UniMoS 2024.03		63.6	61.4	64.9	62	70.7	59.4	63.3	-	-	-	-	-	-
DAPrompt-B 2024.03		59.8	57.8	61.4	57.7	68.1	55	58.4	-	-	-	-	-	-
CLIP-B 2024.03		56.2	53.5	58.2	55.1	64.7	50.9	55	-	-	-	-	-	-
MPGA 2024.06		56.2	67.9	50.5	63.8	11.6	82.2	61	-	-	-	-	-	-
PGA 2024.06		55.4	66.3	49.2	63.3	11.1	81.8	60.6	-	-	-	-	-	-
UniMoS 2024.03		55	55.1	-	55	54.6	55.3	55.2	-	-	-	-	-	-
PMTrans-Swin 2024.03		54.5	-	34.2	62.7	32.5	79.3	63.7	-	-	-	-	-	-
MPA 2024.06		54.1	65.2	47.3	62	10.2	82	57.9	-	-	-	-	-	-
OVANet+SPA 2022.10		52.2	-	-	-	-	-	-	61.1	51.7	47.6	48.7	45.1	58.9
UniOT 2022.10		52.04	-	-	-	-	-	-	59.3	47.79	51.79	46.81	48.32	58.25
DAPL 2024.06		52	62.4	43.8	59.3	10.6	81.5	54.6	-	-	-	-	-	-
UniOT 2022.10		51.78	-	-	-	-	-	-	46.85	51.75	47	47.98	58.56	58.56
DCC+SPA 2022.10		51.4	-	-	-	-	-	-	59.1	52.7	47.6	45.4	46.9	56.7
OVANet 2022.10		50.7	-	-	-	-	-	-	56	51.7	47.1	47.4	44.9	57.2
Simple Prompt 2024.06		50.6	63.1	41.2	57.7	10	75.8	55.8	-	-	-	-	-	-
CLIP 2024.06		50.5	61.3	42	56.1	10.3	79.3	54.1	-	-	-	-	-	-
SSRT-B 2024.03		49.8	-	33.8	60.2	19.4	75.8	59.8	-	-	-	-	-	-
DCC 2022.10		49.2	-	-	-	-	-	-	56.9	50.3	43.7	44.9	43.3	56.2
DCC 2022.10		49.2	-	-	-	-	-	-	56.9	50.25	43.66	44.92	43.31	56.15
CDTrans-DeiT 2024.03		48.7	-	29.4	57.2	26	72.6	58.1	-	-	-	-	-	-
SImpAl101 2024.06		48.6	66.4	26.5	56.6	18.9	68	55.5	-	-	-	-	-	-
PFSA 2024.06		48.5	64.5	29.2	57.6	17.2	67.2	55.1	-	-	-	-	-	-
CMU 2022.10		48.3	-	-	-	-	-	-	50.8	52.2	45.1	44.8	45.6	51
CMU 2022.10		48.25	-	-	-	-	-	-	50.78	52.16	45.12	44.82	45.64	50.97
LtC-MSDA 2024.06		47.4	63.1	28.7	56.1	16.3	66.1	53.8	-	-	-	-	-	-
PTMDA 2024.06		47.2	66	28.5	58.4	13	63	54.1	-	-	-	-	-	-
T-SVDNet 2024.06		47	66.1	25	54.3	16.5	65.4	54.6	-	-	-	-	-	-
DANCE 2022.10		44.56	-	-	-	-	-	-	42.45	42.91	50.03	45.35	42.5	44.09
ViT-B 2024.03		43.6	-	27.2	53.1	13.2	71.2	53.3	-	-	-	-	-	-
M3SDA-β 2024.06		42.6	58.6	26	52.3	6.3	62.7	49.5	-	-	-	-	-	-
DeiT-B 2024.03		41.5	60.6	20.6	48.4	16.5	61.2	-	-	-	-	-	-	-
DeiT-B 2024.03		41.4	-	24.3	49.6	15.8	65.3	52.1	-	-	-	-	-	-
UAN 2022.10		41	-	-	-	-	-	-	41.9	43.6	39.1	39	38.7	43.7
UAN 2022.10		40.98	-	-	-	-	-	-	41.85	43.59	39.06	38.95	38.73	43.69
DeiT-B 2024.03		39.9	45.9	-	45.9	6.7	61.4	39.5	-	-	-	-	-	-
DANCE 2022.10		39.1	-	-	-	-	-	-	38.8	48.1	43.8	39.4	43.8	20.9
DeiT-B 2024.03		39	59	25.8	56.3	9.2	-	44.8	-	-	-	-	-	-
DeiT-B 2024.03		38.9	53.2	23.8	-	6.5	66.4	44.7	-	-	-	-	-	-
UAN 2022.10		38.87	-	-	-	-	-	-	38.39	37.62	39.65	34.84	33.17	49.54
MCD 2024.06		38.5	54.3	22.1	45.7	7.6	58.4	43.5	-	-	-	-	-	-
DeiT-B 2024.03		36.7	50.1	20.3	43.1	10.9	55.5	40.3	-	-	-	-	-	-
CGDM 2021.06		35.4	50.1	16.5	43.7	11.1	55.6	-	-	-	-	-	-	-
BNM 2021.06		33.3	54.9	12.8	42.3	5.4	51.3	-	-	-	-	-	-	-
ResNet 2022.10		33	-	-	-	-	-	-	36.21	33.15	30.84	31.5	30.76	35.53
IWAN 2022.10		32.78	-	-	-	-	-	-	35.38	33.02	31.15	31.15	31.06	34.94
DANN 2024.06		32.6	45.5	13.1	37	13.2	48.9	31.8	-	-	-	-	-	-
CGDM 2021.06		32	49.4	20.8	47.2	4.8	-	38.2	-	-	-	-	-	-
OSBP 2022.10		32	-	-	-	-	-	-	33.6	33.03	30.55	30.53	30.61	33.65
CGDM 2021.06		30.7	-	16.9	35.3	10.8	53.5	36.9	-	-	-	-	-	-
ATI 2022.10		30.36	-	-	-	-	-	-	32.59	30.57	28.96	28.96	28.89	32.21
SWD 2021.06		30.3	44.2	15.2	37.3	10.3	44.7	-	-	-	-	-	-	-
RTN 2022.10		30.08	-	-	-	-	-	-	32.27	30.29	28.71	28.71	28.63	31.9
CGDM 2021.06		30	37.7	14.5	-	4.6	59.4	33.5	-	-	-	-	-	-
BNM 2021.06		29.8	48.6	13.2	49.7	3.6	-	33.9	-	-	-	-	-	-
BNM 2021.06		29.2	39.9	12.2	-	3.4	54.5	36.2	-	-	-	-	-	-
DANN 2022.10		29.13	-	-	-	-	-	-	31.18	29.33	27.84	27.84	27.77	30.84
BNM 2021.06		28.5	-	12.1	33.1	6.2	50.8	40.2	-	-	-	-	-	-
ResNet 2022.10		28.15	-	-	-	-	-	-	30.06	28.34	26.95	26.95	26.89	29.74
SWD 2021.06		27.9	41.2	18.1	44.2	4.6	-	31.6	-	-	-	-	-	-
SWD 2021.06		27.7	-	14.7	31.9	10.1	45.3	36.5	-	-	-	-	-	-
CGDM 2021.06		27.2	36	14	32.1	7.1	45.5	28.3	-	-	-	-	-	-
PADA 2022.10		27.15	-	-	-	-	-	-	28.92	27.32	26.03	26.03	25.97	28.62
ROS 2022.10		26.5	-	-	-	-	-	-	20.5	36.9	30	19.9	28.7	23.2
ResNet 2021.06		26.3	-	14.2	29.6	9.5	43.8	34.3	-	-	-	-	-	-
CGDM 2021.06		26.2	27.8	-	28.2	4.4	48.2	22.5	-	-	-	-	-	-
CDAN 2021.06		26.1	38.2	14.7	33.9	7	36.6	-	-	-	-	-	-	-
SWD 2021.06		26	33.6	15.3	4.4	-	46.1	30.7	-	-	-	-	-	-
BNM 2021.06		25.3	37.6	10.3	31.4	4.2	40.9	27.3	-	-	-	-	-	-
MCD 2021.06		25	39.4	17.8	41.2	1.5	-	25.2	-	-	-	-	-	-
CDAN 2021.06		25	-	13.5	28.3	9.3	43.8	30.2	-	-	-	-	-	-
CDAN 2021.06		24.7	36.4	18.3	40.9	3.4	-	24.6	-	-	-	-	-	-
CDAN 2021.06		24.2	29.6	14.4	-	4.1	45.2	27.4	-	-	-	-	-	-
UniMoS 2024.03		24.1	25	22.9	23.6	-	23.7	25.1	-	-	-	-	-	-
MCD 2021.06		24	-	15.4	25.5	3.3	44.6	31.2	-	-	-	-	-	-
MCD 2021.06		23.7	31.1	14.8	-	1.7	48.1	22.8	-	-	-	-	-	-
SWD 2021.06		23.6	31.5	13.1	28.8	6.4	36.1	26.1	-	-	-	-	-	-
ResNet 2021.06		23.5	24.1	15	-	4.6	45	29	-	-	-	-	-	-
ResNet 2021.06		23.1	32.1	17	36.7	3.6	-	26.2	-	-	-	-	-	-
MCD 2021.06		23.1	37.3	12.6	27.2	4.1	34.5	-	-	-	-	-	-	-
BNM 2021.06		22.8	26.6	-	28.5	2.4	38.5	18.1	-	-	-	-	-	-
ResNet 2021.06		21.9	21.8	-	23.2	2.3	40.6	21.7	-	-	-	-	-	-
ResNet 2021.06		21.2	30.4	11.3	27.8	3.4	32.9	-	-	-	-	-	-	-
CDAN 2021.06		21.2	27	12.4	25.7	5.1	34.3	22.6	-	-	-	-	-	-
MCD 2021.06		20.5	28.1	12.5	24.5	2.4	34.1	21.2	-	-	-	-	-	-
ResNet 2021.06		20.3	24.1	11.8	24.4	4.7	33.6	23.2	-	-	-	-	-	-
MCD 2021.06		20.3	20.8	-	24	1.6	35.2	19.7	-	-	-	-	-	-
CDAN 2021.06		20	18.9	-	21.4	1.9	36.3	21.3	-	-	-	-	-	-
SWD 2021.06		20	22.9	-	24.2	2.5	33.2	21.3	-	-	-	-	-	-
DeiT-B 2024.03		19.6	31.9	6.8	15.4	-	23.4	20.6	-	-	-	-	-	-
SWD 2021.06		9.1	15.5	2.2	6.4	-	11.1	10.2	-	-	-	-	-	-
CGDM 2021.06		8.7	14.9	1.5	6.2	-	10.9	10.2	-	-	-	-	-	-
BNM 2021.06		8	17.8	1	3.6	-	9.2	8.3	-	-	-	-	-	-
CDAN 2021.06		7.2	11.8	1.2	4	-	9.4	9.5	-	-	-	-	-	-
ResNet 2021.06		6	12.2	1.5	4.9	-	5.6	5.7	-	-	-	-	-	-
MCD 2021.06		6	8.5	2.1	4.6	-	7.9	7.1	-	-	-	-	-	-