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OfficeHome

Benchmarks

Task NameDataset NameSOTA ResultTrend
Domain GeneralizationOfficeHome
Accuracy96.15
202
Image ClassificationOfficeHome
Average Accuracy91.1
137
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
Single-Class SCADA UnlearningOfficeHome Average
ADr76.5
11
Single-Class SCADA UnlearningOfficeHome R → P
ADr88.6
11
Single-Class SCADA UnlearningOfficeHome R → C
ADr62.9
11
Single-Class SCADA UnlearningOfficeHome R → A
ADr75.8
11
Single-Class SCADA UnlearningOfficeHome P → R
ADr86.5
11
Single-Class SCADA UnlearningOfficeHome P → C
ADr60
11
Showing 25 of 71 rows