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DomainNet

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	DomainNet (test)	Average Accuracy89.7	209
Image Classification	DomainNet	Accuracy (ClipArt)98.93	161
Domain Generalization	DomainNet	Accuracy61.8	113
Unsupervised Domain Adaptation	DomainNet	Average Accuracy85.8	100
Unsupervised Domain Adaptation	DomainNet (test)	Average Accuracy89.7	97
Image Classification	DomainNet	Accuracy61.75	63
Image Classification	DomainNet	Average Accuracy78.08	58
Semi-supervised Domain Adaptation	DomainNet 3-shot	Mean Accuracy78.2	48
Semi-supervised Domain Adaptation	DomainNet 1-shot	Mean Accuracy76.1	46
Image Classification	DomainNet-126	Accuracy (R->C)83.7	46
Open-Set Multi-Target Domain Adaptation	DomainNet Mini 60/66 (test)	OS*92.98	40
Semi-Supervised Domain Adaptation	DomainNet	Accuracy (R->C)77.7	40
Domain Generalization	DomainNet DomainBed (test)	Clipart Accuracy68.07	37
Unsupervised Accuracy Estimation	DomainNet	R^20.91	36
Episodic multi-task classification	DomainNet meta (test)	Accuracy69.38	36
Open-Partial-Set Domain Adaptation	DomainNet	Acc (P->R)63.5	36
Zero-Shot Domain Generalization	DomainNet unseen domains	Clipart Accuracy68.27	28
Accuracy Estimation	DomainNet	MAE3.375	27
Domain Generalization	DomainNet Mini	Accuracy96.65	27
Domain Adaptation	DomainNet-126	Accuracy (S->P)77.4	26
Domain Generalization	DomainNet (test)	Accuracy61.8	26
Multi-source Unsupervised Domain Adaptation	DomainNet target	Clipart Accuracy67	26
Domain Verification	DomainNet Mini	Dua54.06	25
Domain Generalization	DomainNet out-of-domain	Accuracy59.38	25
Domain Incremental Learning	DomainNet (test)	Average Accuracy67.78	25

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