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OfficeHome

Benchmarks

Task Name	Dataset Name	SOTA Result
Domain Generalization	OfficeHome	Accuracy96.15	294
Image Classification	OfficeHome	Average Accuracy92.59	161
Domain Generalization	OfficeHome (leave-one-domain-out)	Art Accuracy73.3	59
Image Classification	OfficeHome DomainBed suite (test)	Accuracy80.9	45
Open Domain Generalization	OfficeHome	Acc98.32	43
Image Classification	OfficeHome	Generalization Error (G(W))0.08	40
Domain Generalization	OfficeHome	Accuracy (Art Domain)85.26	29
Domain Generalization	OfficeHome DomainBed (test)	Accuracy86.3	29
Image Classification	OfficeHome RealWorld	Accuracy73.77	28
Image Classification	OfficeHome Clipart domain	Accuracy51.83	28
Image Classification	OfficeHome Art domain	Accuracy56.43	28
Image Classification	OfficeHome Product	Accuracy71.7	28
Classification	OfficeHome Ar→Cl,Pr,Rw	Accuracy64.3	24
Image Classification	OfficeHome TotalHeavyTail setting (test)	Avg Accuracy49	24
Image Classification	OfficeHome	Average Accuracy55.7	24
Open Set Domain Generalization	OfficeHome H=1	Accuracy69.73	23
Single Domain Generalization	OfficeHome	Score A59.81	22
Multi-source Domain Generalization	OfficeHome	Accuracy71.8	18
Cross-Domain Class-Incremental Learning	OfficeHome 5 tasks	Average Accuracy (SD)57.92	18
Cross-Domain Class-Incremental Learning	OfficeHome 13 tasks	Accuracy (SD)60.01	18
Classification	OfficeHome Rw→Ar,Cl,Pr	Accuracy66.7	18
Classification	OfficeHome Cl→Ar,Pr,Rw	Accuracy65.5	18
Cross-domain continual learning	OfficeHome unseen domains	Art Domain Accuracy61.6	18
Domain Generalization	OfficeHome	Accuracy (A)77.4	17
Transferability estimation	OfficeHome v1 (test)	Mean Spearman Correlation19.61	16

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