SOTA Domain Generalization benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
VLCS	ODG-CLIP	Accuracy95.74	347	22d ago
PACS		Accuracy99.92	323	22d ago
OfficeHome		Accuracy96.15	294	22d ago
PACS (test)	Text-Anchored Information Bottleneck	Average Accuracy99.7	281	22d ago
DomainNet		Accuracy81.62	228	22d ago
Office-Home (test)	Text-Anchored Information Bottleneck	Average Accuracy92.9	187	22d ago
PACS (leave-one-domain-out)	FedRoD+FOOGD	Art Accuracy97.85	152	4mo ago
DomainBed	UniDG + CORAL + ConvNeXt-B	Average Accuracy79.6	127	4mo ago
TerraIncognita		Accuracy88.61	121	2mo ago
DomainBed (test)	CLIP + DPL	VLCS Accuracy84.3	118	1mo ago
TerraInc	Text-Anchored Information Bottleneck	Accuracy75.1	112	22d ago
TerraIncognita (test)	Text-Anchored Information Bottleneck	Accuracy78.4	96	22d ago
VLCS (test)	Text-Anchored Information Bottleneck	Accuracy88.8	91	22d ago
Digits-DG	CoDoL (Ours)	Accuracy97.02	79	18d ago
DomainBed v1.0 (test)	CLIP S + CAD	Average Accuracy82.3	71	4mo ago
Office-Home	DCT	Average Accuracy82.6	63	4mo ago
OfficeHome (leave-one-domain-out)	ALOFT-E	Art Accuracy73.3	59	4mo ago
ImageNet variants (V2, S, A, R) (test)	MetaTPT	ImageNet-V2 Accuracy67.03	57	1mo ago
DomainBed (out-of-domain)		VLCS Accuracy86.5	55	2mo ago
DomainNet DomainBed (test)	DDG	Clipart Accuracy68.07	37	4mo ago
DomainNet (test)	MetaPrompt	Accuracy61.8	36	1mo ago
CIFAR-100-C	GLOT-DR	Accuracy58.4	36	4mo ago
CIFAR-10-C	GLOT-DR	Accuracy84.5	36	4mo ago
ImageNet distribution shifts Sketch Adversarial Rendition V2 various (test)	CoCoOp + SAMPLe	ImageNet Acc7,103	35	17d ago
Office-Home	ODG-CLIP	Overall Average Accuracy96.91	34	4mo ago

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