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DomainNet

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationDomainNet (test)
Average Accuracy93.47
272
Image ClassificationDomainNet
Accuracy (ClipArt)98.93
238
Domain GeneralizationDomainNet
Accuracy81.62
228
Unsupervised Domain AdaptationDomainNet
Average Accuracy85.8
142
Unsupervised Domain AdaptationDomainNet (test)
Average Accuracy89.7
97
Image ClassificationDomainNet
Accuracy90.32
95
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
Few-Shot Domain Incremental LearningDomainNet
AA*75.51
43
Image ClassificationDomainNet fine-grained
Accuracy49.76
42
Image ClassificationDomainNet fine-grained (test)
Accuracy46.83
42
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
Domain GeneralizationDomainNet (test)
Accuracy61.8
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
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