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DomainNet

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationDomainNet (test)
Average Accuracy89.7
219
Image ClassificationDomainNet
Accuracy (ClipArt)98.93
206
Unsupervised Domain AdaptationDomainNet
Average Accuracy85.8
142
Domain GeneralizationDomainNet
Accuracy81.62
133
Unsupervised Domain AdaptationDomainNet (test)
Average Accuracy89.7
97
Image ClassificationDomainNet
Accuracy73.46
87
Image ClassificationDomainNet
Average Accuracy78.08
58
Image ClassificationDomainNet Real
Mean Accuracy85.5
55
Image ClassificationDomainNet-126
Accuracy (R->C)83.7
49
Semi-supervised Domain AdaptationDomainNet 3-shot
Mean Accuracy78.2
48
Semi-supervised Domain AdaptationDomainNet 1-shot
Mean Accuracy76.1
46
Open-Set Multi-Target Domain AdaptationDomainNet Mini 60/66 (test)
OS*92.98
40
Semi-Supervised Domain AdaptationDomainNet
Accuracy (R->C)77.7
40
Domain GeneralizationDomainNet DomainBed (test)
Clipart Accuracy68.07
37
Unsupervised Accuracy EstimationDomainNet
R^20.91
36
Episodic multi-task classificationDomainNet meta (test)
Accuracy69.38
36
Open-Partial-Set Domain AdaptationDomainNet
Acc (P->R)63.5
36
Image ClassificationDomainNet (unseen clients)
Average Accuracy86.1
34
Zero-Shot Domain GeneralizationDomainNet unseen domains
Clipart Accuracy68.27
28
Accuracy EstimationDomainNet
MAE3.375
27
Domain GeneralizationDomainNet Mini
Accuracy96.65
27
Domain AdaptationDomainNet-126
Accuracy (S->P)77.4
26
Domain GeneralizationDomainNet (test)
Accuracy61.8
26
Multi-source Unsupervised Domain AdaptationDomainNet target
Clipart Accuracy67
26
Domain VerificationDomainNet Mini
Dua54.06
25
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