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OfficeHome

Benchmarks

Task NameDataset NameSOTA ResultTrend
Domain GeneralizationOfficeHome
Accuracy85.1
182
Image ClassificationOfficeHome
Average Accuracy91.1
131
Domain GeneralizationOfficeHome (leave-one-domain-out)
Art Accuracy73.3
59
Image ClassificationOfficeHome DomainBed suite (test)
Accuracy80.9
45
Open Domain GeneralizationOfficeHome
Acc98.32
43
Domain GeneralizationOfficeHome DomainBed (test)
Accuracy86.3
29
ClassificationOfficeHome Ar→Cl,Pr,Rw
Accuracy64.3
24
Image ClassificationOfficeHome TotalHeavyTail setting (test)
Avg Accuracy49
24
Image ClassificationOfficeHome
Average Accuracy55.7
24
Open Set Domain GeneralizationOfficeHome H=1
Accuracy69.73
23
ClassificationOfficeHome Rw→Ar,Cl,Pr
Accuracy66.7
18
ClassificationOfficeHome Cl→Ar,Pr,Rw
Accuracy65.5
18
Cross-domain continual learningOfficeHome unseen domains
Art Domain Accuracy61.6
18
Domain GeneralizationOfficeHome DomainBed (OOD)
Avg OOD Accuracy85.74
16
Domain AdaptationOfficeHome RS->UT
Accuracy (Rw -> Pr)76.12
14
Open Set Domain GeneralizationOfficeHome Average
Accuracy61.73
12
Open Set Domain GeneralizationOfficeHome H=1/6
Accuracy58.25
12
Multi-target Domain AdaptationOfficeHome (various)
Accuracy (Ar -> Cl, Pr, Rw)64.9
12
Multi-Target Domain AdaptationOfficeHome (test)
Acc (Ar -> Cl, Pr, Rw)64.8
12
Open Partial Domain AdaptationOfficeHome 10/5/50 v1.0
A2C Acc68.2
11
Domain-Incremental LearningOfficeHome (test)
Last Accuracy99.1
10
Open-set Domain AdaptationOfficeHome 25/0/40
A2C Accuracy64.2
9
Federated Domain GeneralizationOfficeHome unseen client
Metric P78.91
8
Unsupervised Domain AdaptationOfficeHome (test)
WAcc-5 (A->C)17.1
8
Semi-Supervised Domain GeneralizationOfficeHome (test)
Accuracy56.8
8
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