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PACS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationPACS (test)
Average Accuracy97.51
254
Image ClassificationPACS
Overall Average Accuracy97.99
230
Domain GeneralizationPACS (test)
Average Accuracy97.4
225
Domain GeneralizationPACS
Accuracy (Art)97.85
221
Domain GeneralizationPACS (leave-one-domain-out)
Art Accuracy97.85
146
Object RecognitionPACS (leave-one-domain-out)
Acc (Art painting)90.35
112
Image ClassificationPACS
Accuracy98.47
100
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 ClassificationPACS (leave-one-domain-out)
P Accuracy97.92
32
Domain GeneralizationPACS DomainBed (test)
Accuracy97.2
29
Single-source Domain GeneralizationPACS (test)
Average Domain Transfer Accuracy71.64
26
Domain GeneralizationPACS 23 (test)
Acc (Photo)97.05
26
Image ClassificationPACS OOD (test)
Accuracy82.8
24
Image ClassificationPACS ID (train)
Accuracy96.7
24
Image ClassificationPACS TotalHeavyTail setting (test)
Overall Accuracy0.764
24
Image ClassificationPACS GINIDG setting (test)
Accuracy (Overall)0.857
24
Image ClassificationPACS DomainBed suite (test)
Accuracy97.4
20
Multi-source Domain GeneralizationPACS
Accuracy97
19
Open Domain GeneralizationPACS
Accuracy99.53
19
Multi-source Domain AdaptationPACS
Acc (Art Painting)89.8
17
Federated Domain GeneralizationPACS (unseen client)
Art Acc96.23
16
Generalized Category DiscoveryPACS
Overall Accuracy83.25
16
Showing 25 of 62 rows