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Domain Generalization on Office-Home (test)

85.1Average Accuracy

MetaPrompt

Updated 8d ago

Evaluation Results

Method
MetaPrompt 2022.12	85.1	-	-	-	-	-	-	-
DAMP 2024.03	85	-	-	-	-	-	-	-
DPL 2024.03	84.2	-	-	-	-	-	-	-
CoCoOp 2022.12	84.1	-	-	-	-	-	-	-
MetaPrompt 2022.12	84	-	-	-	-	-	-	-
EoA 2022.12	83.9	-	-	-	-	-	-	-
CLIP + DPL 2021.11	82.3	-	-	-	-	-	-	-
CLIP (Teacher) 2023.09	82.3	-	-	-	-	-	-	-
CLIP 2024.03	82.3	-	-	-	-	-	-	-
CLIP (template) 2022.12	82.1	-	-	-	-	-	-	-
ERM + SHOT 2021.11	80.7	-	-	-	-	-	-	-
CORAL + SHOT 2021.11	80.7	-	-	-	-	-	-	-
CORAL + SHOT** 2021.11	80.7	-	-	-	-	-	-	-
SEDGE 2022.12	80.7	-	-	-	-	-	-	-
CORAL + Pseudo Label 2021.11	79.8	-	-	-	-	-	-	-
ERM + SHOT** 2021.11	79.4	-	-	-	-	-	-	-
CLIP 2022.12	79.4	-	-	-	-	-	-	-
CORAL + T3A 2021.11	79.1	-	-	-	-	-	-	-
CORAL 2024.03	78.9	-	-	-	-	-	-	-
CORAL + Pseudo Label* 2021.11	78.8	-	-	-	-	-	-	-
DANN 2024.03	78.8	-	-	-	-	-	-	-
CORAL 2021.11	78.7	-	-	-	-	-	-	-
CORAL + Tent* 2021.11	78.6	-	-	-	-	-	-	-
ERM 2021.11	78.4	-	-	-	-	-	-	-
ERM 2024.03	78.1	-	-	-	-	-	-	-
ERM + Pseudo Label 2021.11	78	-	-	-	-	-	-	-
ERM + T3A 2021.11	76.9	-	-	-	-	-	-	-
ERM + Pseudo Label* 2021.11	76.6	-	-	-	-	-	-	-
ERM + Tent* 2021.11	76.5	-	-	-	-	-	-	-
RISE (ERM + Hint + AD + RD + MT) 2023.09	72.6	-	-	-	-	-	-	-
EoA 2023.09	72.5	-	-	-	-	-	-	-
RISE (ERM + Hint + AD + RD) 2023.09	71.6	-	-	-	-	-	-	-
ERM + Hint + AD 2023.09	71.3	-	-	-	-	-	-	-
ERM + Hint + RD 2023.09	71.1	-	-	-	-	-	-	-
Single sample generalization 2022.02	71.07	67.21	57.97	78.61	80.47	-	-	-
Single sample generalization 2022.02	71.07	-	-	-	-	-	-	-
Ensemble 2023.09	70.8	-	-	-	-	-	-	-
SWAD 2022.12	70.6	-	-	-	-	-	-	-
SWAD 2023.09	70.6	-	-	-	-	-	-	-
ERM + Hint 2023.09	70.2	-	-	-	-	-	-	-
CRO 2026.05	69.3	64.8	54.9	77.9	79.4	-	-	-
Dubey et al. 2022.02	68.9	-	-	-	-	-	-	-
Dubey et al. (2021) 2022.02	68.9	-	-	-	-	-	-	-
Sun & Saenko 2022.02	68.7	65.3	54.4	76.5	78.4	-	-	-
CORAL 2022.12	68.7	-	-	-	-	-	-	-
Best SOTA competitor 2023.09	68.7	-	-	-	-	-	-	-
CORAL 2026.05	68.7	65.3	54.4	76.5	78.4	-	-	-
Fish 2022.12	68.6	-	-	-	-	-	-	-
MLDG 2022.12	68.2	-	-	-	-	-	-	-
Mixup 2026.05	68.1	62.4	54.8	76.9	78.3	-	-	-
SagNet 2026.05	68.1	63.4	54.8	75.8	78.3	-	-	-
Algorithm 1 Selection 2021.06	68.09	65.76	55.07	75.2	76.31	1	-	-
Wang et al. 2022.02	67.99	62.12	56.65	75.61	77.58	-	-	-
Wang et al. (2021) 2022.02	67.99	-	-	-	-	-	-	-
Zhou et al. † 2022.02	67.66	63.62	51.48	76.57	78.95	-	-	-
Zhou et al. (2020a) 2022.02	67.66	-	-	-	-	-	-	-
ERM 2022.12	67.6	-	-	-	-	-	-	-
CDAD-Net (DA) [Upper bound] 2025.03	67.55	-	-	-	-	-	72.42	63.44
ERM 2023.09	67.5	-	-	-	-	-	-	-
Validation Accuracy Selection 2021.06	67.09	61.85	55.56	74.72	76.25	-	-	-
MLDG 2026.05	66.8	61.5	53.2	75	77.5	-	-	-
FACT 2021.05	66.56	60.34	54.85	74.48	76.55	-	-	-
Gulrajani & Lopez-Paz 2022.02	66.5	61.3	52.4	75.8	76.6	-	-	-
Gulrajani & Lopez-Paz (2020) 2022.02	66.5	-	-	-	-	-	-	-
ERM 2026.05	66.5	61.3	52.4	75.8	76.6	-	-	-
MTL 2026.05	66.4	61.5	52.4	74.9	76.8	-	-	-
VREx 2026.05	66.4	60.7	53	75.3	76.6	-	-	-
MMD 2026.05	66.3	60.4	53.3	74.3	77.4	-	-	-
Single sample generalization 2022.02	66.02	59.39	53.94	74.68	76.07	-	-	-
Single sample generalization 2022.02	66.02	-	-	-	-	-	-	-
FAR 2020.06	66	61.4	52.9	74.5	75.4	-	-	-
GroupDRO 2026.05	66	60.4	52.7	75	76	-	-	-
RISE (ERM + Hint + AD + RD) 2023.09	65.9	-	-	-	-	-	-	-
DANN 2026.05	65.9	59.9	53	73.6	76.9	-	-	-
CDANN 2026.05	65.8	61.5	50.4	74.4	76.6	-	-	-
Zhou et al. 2022.02	65.63	60.6	50.1	74.8	77	-	-	-
Zhou et al. (2020a) 2022.02	65.63	-	-	-	-	-	-	-
L2A-OT 2021.05	65.6	60.6	50.1	74.8	77	-	-	-
ERM + Hint + AD 2023.09	65.6	-	-	-	-	-	-	-
DDAIG 2021.05	65.5	59.2	52.3	74.6	76	-	-	-
RSC 2026.05	65.5	60.7	51.4	74.8	75.1	-	-	-
ERM + Hint + RD 2023.09	65.2	-	-	-	-	-	-	-
CCSA 2020.06	64.9	59.9	49.9	74.1	75.7	-	-	-
CCSA 2021.05	64.9	59.9	49.9	74.1	75.7	-	-	-
ARM 2026.05	64.8	58.9	51	74.1	75.2	-	-	-
DeepAll 2021.05	64.72	57.88	52.72	73.5	74.8	-	-	-
Baseline 2020.06	64.7	58.9	49.4	74.3	76.2	-	-	-
ERM + Hint 2023.09	64.6	-	-	-	-	-	-	-
CrossGrad 2020.06	64.4	58.4	49.4	73.9	75.8	-	-	-
CrossGrad 2021.05	64.4	58.4	49.4	73.9	75.8	-	-	-
SWAD* + BatchFormer 2022.03	64.3	-	-	-	-	-	-	-
IRM 2026.05	64.3	58.9	52.2	72.1	74	-	-	-
Wang et al. † 2022.02	64.13	56.45	52.06	73.19	74.82	-	-	-
Wang et al. (2021) 2022.02	64.13	-	-	-	-	-	-	-
Best SoTA competitor 2023.09	63.8	-	-	-	-	-	-	-
Jigen 2021.05	63.67	57.95	49.21	72.61	74.9	-	-	-
ERM 2023.09	63.3	-	-	-	-	-	-	-
RSC 2021.05	63.23	57.67	48.48	72.62	74.16	-	-	-
RSC 2021.05	63.12	58.42	47.9	71.63	74.54	-	-	-
Huang et al. 2022.02	63.12	58.42	47.9	71.63	74.54	-	-	-

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