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PACS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationPACS (test)
Average Accuracy97.51
279
Image ClassificationPACS
Overall Average Accuracy97.99
270
Domain GeneralizationPACS
Accuracy99.92
263
Domain GeneralizationPACS (test)
Average Accuracy97.4
225
Domain GeneralizationPACS (leave-one-domain-out)
Art Accuracy97.85
152
Image ClassificationPACS
Accuracy98.47
130
Object RecognitionPACS (leave-one-domain-out)
Acc (Art painting)90.35
112
Image ClassificationPACS v1 (test)
Average Accuracy87.83
92
Multi-class classificationPACS (test)
Accuracy (Art Painting)82.73
76
Image ClassificationPACS (out-of-domain)
Overall Accuracy96.3
63
Accuracy EstimationPACS
R20.924
50
Image Classification CalibrationPACS Photo
ECE0.48
39
Multi-source Domain AdaptationPACS
Acc (Art Painting)98.77
39
Image ClassificationPACS (leave-one-domain-out)
P Accuracy97.92
32
Domain GeneralizationPACS OOD (test)
Average Accuracy97.3
31
Image Classification CalibrationPACS Sketch
ECE1.54
30
Image Classification CalibrationPACS Cartoon
ECE2.04
30
Image Classification CalibrationPACS Art
ECE2.12
30
Domain GeneralizationPACS DomainBed (test)
Accuracy97.2
29
Out-of-Distribution DetectionPACS Open-Set DTD Food101 Caltech101
DTD AUC99.6
28
Object RecognitionPACS
Performance (P)99.2
27
Single-source Domain GeneralizationPACS (test)
Average Domain Transfer Accuracy71.64
26
Domain GeneralizationPACS 23 (test)
Acc (Photo)97.05
26
Machine UnlearningPACS Sketch (OOD)
Original Forgetting Rate100
24
Image ClassificationPACS OOD (test)
Accuracy82.8
24
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