Unsupervised Domain Adaptation

Benchmarks

Dataset Name	SOTA Method	Metric
Office-Home (test)	FFTAT	Average Accuracy91.4	332	4d ago
Office-Home	SWG DAPL V2	Average Accuracy92.2	238	4d ago
ImageCLEF DA	DINE	Average Accuracy91.9	104	4d ago
DomainNet	UniMoS	Average Accuracy85.8	100	4d ago
DomainNet (test)	RCL-ViT	Average Accuracy89.7	97	4d ago
VisDA unsupervised domain adaptation 2017	CDAN+MCC w/ SDAT	Mean Accuracy89.8	87	4d ago
Office-31	PMTrans-Swin	A->W Accuracy99.5	83	4d ago
VisDA Synthetic to Real 2017	CDAN+MCC w/ SDAT	Accuracy87.8	42	4d ago
SVHN -> MNIST (test)		Accuracy99.5	41	4d ago
Office-31 (full)	CoVi	Average Accuracy91.8	36	4d ago
USPS -> MNIST (test)	Self-Ensembling	Accuracy99.5	30	4d ago
MNIST -> USPS (test)	RWOT	Accuracy0.985	28	4d ago
VisDA 2017 (test)	FFTAT	Plane Accuracy99.7	27	4d ago
SYN SIGNS to GTSRB (test)	Self-Ensembling	Accuracy98.3	25	4d ago
VisDA (val)	SWG V1	Plane Accuracy99.8	24	4d ago
DomainNet mini (test)	UniMoS	Average Accuracy87.3	23	4d ago
Office-Home (train test)	PMTrans	Ar -> Cl Accuracy81.2	22	4d ago
Caltech-Office	MEDA-IR	Accuracy (A → C)95.2	20	4d ago
MNIST to SVHN (test)		Accuracy96.7	19	4d ago
Digital Datasets (MNIST, USPS, SVHN, SYN) (test)	JADA + TSA	M -> U Accuracy98	18	4d ago
Office-Home 101 (test)		Accuracy (Ar→Cl)61.3	17	4d ago
Office-Home RS-UT label shifts	MDD+Implicit Alignment	Accuracy (Rw -> Pr)76.08	16	4d ago
ImageCLEF-DA ImageNet-Pascal-Caltech (test)	rRevGrad+CAT	Accuracy (I -> P)77.2	15	4d ago
Office-31 standard (test)	PMTrans	Accuracy (A->W)99.5	14	4d ago
Office-31 (small-sized)	SRDC	Accuracy (A -> D)95.8	14	4d ago

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