Domain Generalization on DomainBed (out-of-domain) benchmark leaderboard · SOTA2 Research

Domain Generalization on DomainBed (out-of-domain)

86.5VLCS AccuracyBOA

Evaluation Results

Method	Links
BOA2026.05		86.5	97.4	86	60.3	60.2	78.1
SAGE2026.05		85.5	97.4	87.1	61.1	63.4	78.9
GGA2026.05		84.1	97.2	85.7	58.8	59.8	77.1
GAM2026.05		83.6	96.4	85.5	55.3	59.5	76.1
IRM2026.05		82.9	96.1	83.2	56.7	59.1	75.6
SAM2026.05		82.9	96.6	85.4	56.2	59.8	76.2
GSAM2026.05		82.9	96.6	85.6	55.4	59.8	76.1
SAGM2026.05		82.8	96.8	85.2	58	76.4	76.4
FISH2026.05		82.7	96.9	85	58	59.1	75
DISAM2026.05		82.7	97.1	85.4	57.3	59.8	76.5
CORAL2026.05		82.6	96.4	83.8	57.5	59.8	76
CDANN2026.05		82.4	96.5	82.9	55.6	58.4	75.2
MMD2026.05		82.3	95.8	83.6	57.4	59.9	75.8
IIB2026.05		82.3	96.5	84.2	58.2	58.6	76
RSC2026.05		82.2	96.5	83.2	58.2	59	75.8
ERM2026.05		81.9	95.9	84.1	56.1	59.5	75.5
DANN2026.05		81.8	96.3	83	56	58.4	75.1
MASS2025.12		81.1	88.7	73.8	47.5	—	72.8
DART2023.02		80.3	88.9	71.9	51.3	47.2	67.9
GMoE2025.12		80.2	88.1	74.2	48.5	—	72.8
GMoE2025.12		80	88.2	74.2	47.2	—	72.4
GMoE2025.12		79.8	88.2	73.5	47.8	—	72.3
DynMoE2025.12		79.4	88.4	73.6	46.6	—	72
SWAD2023.02		79.1	88.1	70.6	50	46.5	66.9
SWAD2022.12		79.1	88.1	70.6	50	46.5	66.9
Ensemble* of inter-training2022.12		79	89.2	72.7	51.1	47.2	67.8
CORAL2023.02		78.8	86.2	68.7	47.6	41.5	64.5
CORAL2022.12		78.8	86.2	68.7	47.6	41.5	64.6
Model ratatouille2022.12		78.7	90.5	73.4	49.2	47.7	67.9
DANN2023.02		78.6	83.6	65.9	46.7	38.3	62.6
Model soups+ (DiWA runs)2022.12		78.6	89	72.8	51.9	47.7	68
IRM2023.02		78.5	83.5	64.3	47.6	33.9	61.6
DART2023.02		78.5	87.3	70.1	48.7	45.8	66.1
Deep ensembles*2022.12		78.5	87.6	70.8	49.2	47.7	66.8
Ensemble* (DiWA runs)2022.12		78.5	88.1	71.7	50.8	47	67.2
Model soups (DiWA runs)2022.12		78.5	88	71.5	51.6	47.7	67.5
Fusing2022.12		78.5	88	71.5	46.7	44.4	65.8
Model ratatouille2022.12		78.5	89.5	73.1	51.8	47.5	68.1
Model soups (DiWA runs)2022.12		78.4	88.7	72.1	51.4	47.4	67.6
VREX2023.02		78.3	84.9	66.4	46.4	33.6	61.9
Model ratatouille†2022.12		78.3	89.8	73.5	52	47.7	68.3
MA2022.12		78.2	87.5	70.6	50.3	46	66.5
Vanilla fine-tuning (DiWA runs)2022.12		78.1	85.9	69.4	50.4	44.3	65.6
SagNet2023.02		77.8	86.3	68.1	48.6	40.3	64.2
Inter-training2022.12		77.7	89	69.9	46.7	44.5	65.6
ARM2023.02		77.6	85.1	64.8	45.5	35.5	61.7
ERM2023.02		77.5	85.5	66.5	46.1	40.9	63.3
MMD2023.02		77.5	84.6	66.3	42.2	23.4	58.8
CDANN2023.02		77.5	82.6	65.8	45.8	38.3	62
Vanilla fine-tuning2022.12		77.5	85.5	66.5	46.1	40.9	63.3
Mixup2023.02		77.4	84.6	68.1	47.9	39.2	63.4
MLDG2023.02		77.2	84.9	66.8	47.7	41.2	63.6
MTL2023.02		77.2	84.6	66.4	45.6	40.6	62.9
RSC2023.02		77.1	85.2	65.5	46.6	38.9	62.7
GroupDRO2023.02		76.7	84.4	66	43.2	33.3	60.7