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OfficeHome

Benchmarks

Task NameDataset NameSOTA ResultTrend
Domain GeneralizationOfficeHome
Accuracy96.15
234
Image ClassificationOfficeHome
Average Accuracy92.59
161
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
Cross-Domain Class-Incremental LearningOfficeHome 5 tasks
Average Accuracy (SD)57.92
18
Cross-Domain Class-Incremental LearningOfficeHome 13 tasks
Accuracy (SD)60.01
18
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
Accuracy (A)77.4
17
Transferability estimationOfficeHome v1 (test)
Mean Spearman Correlation19.61
16
Transferability PredictionOfficeHome
MCI26.95
16
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
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