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Office-Home

Benchmarks

Task Name	Dataset Name	SOTA Result
Unsupervised Domain Adaptation	Office-Home (test)	Average Accuracy91.4	332
Unsupervised Domain Adaptation	Office-Home	Average Accuracy92.2	238
Image Classification	Office-Home (test)	Mean Accuracy89.04	199
Image Classification	Office-Home	Average Accuracy87.1	142
Domain Adaptation	Office-Home (test)	Mean Accuracy90.2	112
Domain Adaptation	Office-Home	Average Accuracy89.2	111
Domain Generalization	Office-Home (test)	Average Accuracy85.1	106
Partial Domain Adaptation	Office-Home	Average Accuracy80.2	97
Domain Generalization	Office-Home	Average Accuracy82.6	63
Image Classification	Office-Home	Average Accuracy86	59
Image Classification	Office-Home (leave-one-domain-out)	Accuracy (Artistic)67.24	56
Semi-supervised Domain Adaptation	Office-Home 3-shot	Mean Accuracy78.1	47
Open Set Domain Adaptation	Office-Home	DA Accuracy (Ar -> Cl)66.7	45
Open-Set Multi-Target Domain Adaptation	Office-Home 15/50 (test)	OS*95.39	40
Cross-domain image retrieval	Office-Home R→A (test)	MAP68.77	39
Cross-domain image retrieval	Office-Home C→R (test)	MAP68.82	39
Cross-domain image retrieval	Office-Home P→R (test)	mAP78.15	39
Unsupervised Accuracy Estimation	Office-Home	R^20.926	36
Episodic multi-task classification	Office-Home meta (test)	Avg Accuracy80.8	36
Image Classification	Office-Home v1.0 (test)	Average Accuracy82.13	34
Domain Generalization	Office-Home	Overall Average Accuracy96.91	34
Cross-domain image retrieval	Office-Home A→R (test)	MAP74.81	33
Cross-domain image retrieval	Office-Home R→C (test)	MAP42.87	33
Cross-domain image retrieval	Office-Home R→P (test)	MAP75.06	33
Open-Partial-Set Domain Adaptation	Office-Home	Accuracy (Ar->Cl)80.8	31

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