Unsupervised Domain Adaptation

Benchmarks

Dataset Name	SOTA Method	Metric
Office-Home (test)	FFTAT	Average Accuracy91.4	332	3mo ago
Office-Home	SWG DAPL V2	Average Accuracy92.2	279	8d ago
DomainNet	UniMoS	Average Accuracy85.8	142	2mo ago
ImageCLEF DA	DINE	Average Accuracy91.9	114	1mo ago
VisDA unsupervised domain adaptation 2017	DACSM	Mean Accuracy91.7	103	1mo ago
DomainNet (test)	RCL-ViT	Average Accuracy89.7	97	3mo ago
Office-31	PMTrans-Swin	A->W Accuracy99.5	83	3mo ago
UCF-HMDB	Target Only	Accuracy (U -> H)97.2	52	14d ago
VisDA Synthetic to Real 2017	CDAN+MCC w/ SDAT	Accuracy87.8	42	3mo ago
SVHN -> MNIST (test)		Accuracy99.5	41	3mo ago
Office-31 (full)	CoVi	Average Accuracy91.8	36	3mo ago
USPS -> MNIST (test)	Self-Ensembling	Accuracy99.5	30	3mo ago
MNIST -> USPS (test)	RWOT	Accuracy0.985	28	3mo ago
VisDA 2017 (test)	FFTAT	Plane Accuracy99.7	27	3mo ago
SYN SIGNS to GTSRB (test)	Self-Ensembling	Accuracy98.3	25	3mo ago
VisDA (val)	SWG V1	Plane Accuracy99.8	24	3mo ago
DomainNet mini (test)	UniMoS	Average Accuracy87.3	23	3mo ago
Office-Home (train test)	PMTrans	Ar -> Cl Accuracy81.2	22	3mo ago
Caltech-Office	MEDA-IR	Accuracy (A → C)95.2	20	3mo ago
MNIST to SVHN (test)		Accuracy96.7	19	3mo ago
Digital Datasets (MNIST, USPS, SVHN, SYN) (test)	JADA + TSA	M -> U Accuracy98	18	3mo ago
Office-Home 101 (test)		Accuracy (Ar→Cl)61.3	17	3mo ago
Office-Home RS-UT label shifts	MDD+Implicit Alignment	Accuracy (Rw -> Pr)76.08	16	3mo ago
ImageCLEF-DA ImageNet-Pascal-Caltech (test)	rRevGrad+CAT	Accuracy (I -> P)77.2	15	3mo ago
Office-31 standard (test)	PMTrans	Accuracy (A->W)99.5	14	3mo ago

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