PACS
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
PACS Leave-One-Out Protocol-2 (test)
82.2Accuracy (C,P,S->A)
10
PACS
12.1Error Rate (%)
9
PACS (unseen)
77.3Accuracy (Art)
9
PACS (test)
81.3Accuracy (Art)
9
PACS
95.7Accuracy (Ar -> Ca, Clean)
8
PACS 2→2 domain generalization
92.58Accuracy (A+C -> P+S)
8
PACS (test)
79.8Accuracy
8
PACS (test)
0.632Accuracy
8
PACS source-multiple
83.97Accuracy (Art)
8
PACS single-domain (test)
84.1Accuracy (Art)
8
PACS (test)
88.94Accuracy (Art)
8
PACS
45.29ACC (%)
7
PACS ResNet-50 (test)
98.36Accuracy (Photo)
7
PACS
13.09Error Rate
6
PACS ResNet50 backbone (test)
92.2Acc (Art Painting)
6
PACS Photo domain
96.5Accuracy (Photo)
6
PACS (test)
55.61Accuracy (1-shot)
6
PACS unbalanced setting
80.16Acc (Art)
6
PACS single-target setting
89.7Accuracy (P vs A)
6
PACS
96.3Accuracy (Photo)
5
PACS (train+val)
69.82Accuracy A
5
PACS Single Domain
48.4Photo Accuracy
4
PACS Alexnet (val test)
87.03Accuracy (Photo)
3
PACS (unseen)
—Accuracy (Art)
0