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Domain Generalization on DomainBed

79.6Average Accuracy

UniDG + CORAL + ConvNeXt-B

Updated 4d ago

Evaluation Results

Method
UniDG + CORAL + ConvNeXt-B 2023.10	79.6	95.6	84.5	-	69.6	59.5	88.9	-	-
UniDG 2023.10	78.6	96.7	86.3	-	62.4	61.3	86.2	-	-
CAR-FT 2023.10	78.5	96.8	85.5	-	61.9	62.5	85.7	-	-
GMDG 2024.02	78.2	97.9	82.2	-	65	61.3	84.7	-	-
SIMPLE++ 2024.02	78.1	99	82.7	-	59	61.9	87.7	-	-
MIRO 2024.02	77.3	96.8	81.7	-	64.3	60.7	83.3	-	-
Oracle 2023.06	76.16	-	-	-	-	-	-	-	-
GMDG 2024.02	75.1	97.3	82.4	-	60.7	54.6	80.8	-	-
DPL 2023.10	75	97.3	84.3	-	52.6	56.7	84.2	-	-
SEDGE+ 2022.03	74.1	96.1	82.2	-	56.8	54.7	80.7	-	-
MIRO 2023.10	74.1	97.4	79.9	-	58.9	53.8	80.4	-	-
NAC-ME 2023.06	74.1	-	-	-	-	-	-	-	41.46
MIRO 2024.02	74.1	97.4	79.9	-	58.9	53.8	80.4	-	-
MIRO 2023.10	73.7	95.6	82.2	-	54.3	54	82.5	-	-
Validation 2023.06	73.03	-	-	-	-	-	-	-	29.85
EoA+ 2022.03	72.7	93.2	80.4	-	55.2	54.6	80.2	-	-
ERM 2023.10	72.2	93.7	82.7	-	52.3	53.8	78.5	-	-
SIMPLE 2024.02	72	88.6	79.9	-	57.6	49.2	84.6	-	-
SAGM + GGA 2025.02	71.4	86.6	80	-	48.8	45	70.1	-	-
UniDG + MIRO 2023.10	70.8	90.4	84.1	-	54.4	52.6	72.5	-	-
Oracle 2023.06	70.65	-	-	-	-	-	-	-	-
CORAL + GGA 2025.02	70.3	86.2	78.8	-	47.6	41.5	68.7	-	-
GSAM + GGA 2025.02	70.3	85.9	79.1	-	47	44.6	69.3	-	-
GGA-L 2025.02	70.3	86.5	78.4	-	49.8	44.5	66.5	65.1	-
SagNet + GGA 2025.02	70.2	86.3	77.8	-	48.6	40.3	68.1	-	-
GGA 2025.02	70.2	86.4	78.7	-	48.5	44.5	67	65	-
Mixup + GGA 2025.02	69.5	84.6	77.4	-	47.9	39.2	68.1	-	-
SAM + GGA 2025.02	69.5	85.8	79.4	-	43.3	44.3	69.6	-	-
SEDGE 2022.03	69.4	84.1	79.8	-	56.8	46.3	79.9	-	-
Fish + GGA 2025.02	69.3	85.5	77.8	-	45.1	42.7	68.6	-	-
UniDG + CORAL 2023.10	69.3	89.2	82.1	-	53	51.3	70.6	-	-
MLDG + GGA 2025.02	69.2	84.9	77.2	-	47.7	41.2	66.8	-	-
VREX + GGA 2025.02	69	84.9	78.3	-	46.4	33.6	66.4	-	-
ERM 2025.02	68.9	85.5	77.3	-	46.1	43.8	66.5	63.9	-
RSC + GGA 2025.02	68.6	85.2	77.1	-	46.6	38.9	65.5	-	-
NAC-ME 2023.06	68.51	-	-	-	-	-	-	-	50.02
IRM + GGA 2025.02	68.5	83.5	78.5	-	47.6	33.9	64.3	-	-
MTL + GGA 2025.02	68.5	84.6	77.2	-	45.6	40.6	66.4	-	-
UniDG 2023.10	68.5	89	81.6	-	52.9	50.2	68.9	-	-
EoQ 2024.10	68.4	89.3	79.5	72.3	53.2	47.9	-	-	-
Validation 2023.06	68.34	-	-	-	-	-	-	-	48.74
ARM + GGA 2025.02	68.3	85.1	77.6	-	45.5	35.5	64.8	-	-
AND-mask + GGA 2025.02	68.2	84.4	78.1	-	44.6	37.2	65.6	-	-
GMDG 2024.02	68.2	88.4	79.6	-	53	47.3	72.5	-	-
MIRO 2024.02	68.1	88.4	79.6	-	52.9	47	72.4	-	-
DIWA 2024.10	68	89	78.6	72.8	51.9	47.7	-	-	-
EoA 2024.10	68	88.6	79.1	72.5	52.3	47.4	-	-	-
EoA 2022.03	68	88.6	79.1	-	52.3	47.4	72.5	-	-
ERM 2023.10	68	89.6	78.6	-	51.4	48.5	71.9	-	-
SWAD + DART 2023.02	67.9	88.9	80.3	-	51.3	47.1	71.9	-	-
GMOE-S/16 2023.10	67.9	88.1	80.2	-	48.5	48.7	74.2	-	-
MMD + GGA 2025.02	67.7	84.7	77.5	-	42.2	23.4	66.3	-	-
GroupDRO + GGA 2025.02	67.6	84.1	76.7	-	43.2	33.3	66	-	-
SWAD 2024.10	66.9	88.1	79.1	70.6	50	46.5	-	-	-
Mixstyle + GGA 2025.02	66.9	85.2	77.9	-	44	34	60.4	-	-
SWAD 2022.03	66.9	88.1	79.1	-	50	46.5	70.6	-	-
SWAD 2023.02	66.9	88.1	79.1	-	50	46.5	70.6	-	-
SWAD 2023.10	66.9	88.1	79.1	-	50	46.5	70.6	-	-
ERM Ens. 2024.10	66.8	87.6	78.5	70.8	49.2	47.7	-	-	-
AdaNPC 2023.10	66.5	88.9	80.2	-	54	43.1	66.3	-	-
GMDG 2024.02	66.3	85.6	79.2	-	51.1	44.6	70.7	-	-
QT-DOG 2024.10	66.2	87.8	78.4	68.9	50.8	45.1	-	-	-
DART 2024.10	66.1	78.5	87.3	70.1	48.7	45.8	-	-	-
ERM + DART 2023.02	66.1	87.3	78.5	-	48.7	45.8	70.1	-	-
MIRO 2024.10	65.9	85.4	79	70.5	50.4	44.3	-	-	-
MIRO 2023.10	65.9	85.4	79	-	50.4	44.3	70.5	-	-
MIRO 2024.02	65.9	85.4	79	-	50.4	44.3	70.5	-	-
Fishr 2024.10	65.7	85.5	77.8	67.8	47.4	41.7	-	-	-
ERM 2023.10	65.5	86.2	79.7	-	42	47.3	72.2	-	-
mDSDI 2024.02	65.1	86.2	79	-	48.1	42.8	69.2	-	-
CCFP 2024.10	64.8	86.6	78.9	68.9	48.6	41.2	-	-	-
Oracle 2023.06	64.72	-	-	-	-	-	-	-	-
CORAL 2024.02	64.5	86.2	78.8	-	47.6	41.5	68.7	-	-
SagNet 2024.10	64.2	86.3	77.8	68.1	48.6	40.3	-	-	-
Fishr 2023.10	64.2	85.5	77.8	-	47.4	41.7	68.6	-	-
ERM 2024.02	64.2	84.2	77.3	-	47.8	44	67.6	-	-
SagNet 2024.02	64.2	86.3	77.8	-	48.6	40.3	68.1	-	-
SelfReg 2024.02	64.2	85.6	77.8	-	47	42.8	67.9	-	-
CORAL 2024.10	64.1	86	77.7	68.6	46.4	41.8	-	-	-
CORAL 2022.03	64.1	86	77.7	-	46.4	41.8	68.6	-	-
CORAL 2023.10	64.1	86	77.7	-	46.4	41.8	68.6	-	-
DANN 2023.10	64	84.6	78.7	-	46.4	41.8	68.6	-	-
Mixup 2024.10	63.9	84.3	77.7	69	48.9	39.6	-	-	-
Fish 2024.10	63.9	85.5	77.8	68.6	45.1	42.7	-	-	-
Fish 2022.03	63.9	85.5	77.8	-	45.1	42.7	68.6	-	-
FISH 2023.10	63.9	-	-	-	-	-	-	-	-
SagNet 2023.10	63.9	85.5	77.8	-	45.1	42.7	68.6	-	-
Fish 2024.02	63.9	85.5	77.8	-	45.1	42.7	68.6	-	-
ERM 2024.10	63.8	84.7	77.4	67.5	46.2	41.2	-	-	-
ERM 2022.03	63.8	85.7	77.4	-	47.2	41.2	67.5	-	-
ERM 2023.10	63.8	85.7	77.4	-	47.2	41.2	67.5	-	-
MLDG 2024.10	63.6	84.8	77.1	68.2	46.1	41.8	-	-	-
MMD 2024.10	63.6	85	76.7	67.7	49.3	39.4	-	-	-
MLDG 2022.03	63.6	84.8	77.1	-	46.1	41.8	68.2	-	-
MMD 2022.03	63.6	85	76.7	-	49.3	39.4	67.7	-	-
MLDG 2024.02	63.6	84.9	77.2	-	47.7	41.2	66.8	-	-
Oracle 2023.06	63.46	-	-	-	-	-	-	-	-
ERM 2023.02	63.3	85.5	77.5	-	46.1	40.9	66.5	-	-
DANN 2022.03	63.1	84.6	78.7	-	48.4	38.4	65.4	-	-
MTL 2024.02	62.9	84.6	77.2	-	45.6	40.6	66.4	-	-

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