PACS
Benchmarks
TaskDatasetSOTA resultTrendResults
PACS Sketch (OOD)
100Original Forgetting Rate
24
PACS OOD (test)
82.8Accuracy
24
PACS ID (train)
96.7Accuracy
24
PACS TotalHeavyTail setting (test)
0.764Overall Accuracy
24
PACS GINIDG setting (test)
0.857Accuracy (Overall)
24
PACS Style Shift
0.913R2
23
PACS (OOD)
54.99AAUC
22
PACS (ID)
88.4Average AUC (AAUC)
22
PACS DomainBed suite (test)
97.4Accuracy
20
PACS
99.53Accuracy
19
PACS
59.1Accuracy (P)
18
PACS 3 tasks
76.21Accuracy (SD)
18
PACS
99.11ID Accuracy
18
PACS (test)
89Accuracy (Ph -> Ar, Clean)
16
PACS v1 (test)
0.183Mean Spearman Correlation
16
PACS
-72.08MCI (%pt.)
16
PACS (unseen client)
96.23Art Acc
16
PACS
83.25Overall Accuracy
16
PACS (test)
89.2Accuracy (C)
16
PACS (out-of-domain)
98.56Accuracy (Art Domain)
15
PACS Sketch
81.14Accuracy (0% Attack Rate)
14
PACS Photo
96.31Accuracy (0% Attack)
14
PACS Cartoon
88.41Accuracy (0% Attack)
14
PACS Art Painting
86.9Accuracy (0% Attack Rate)
14
PACS Art
99.73Accuracy (Cartoon Domain)
14