VisA
Benchmarks
TaskDatasetSOTA resultTrendResults
VisA Few-shot
93AUROC
21
VisA (test)
94.7AUROC (cls)
20
VisA
76.8Balanced Accuracy
19
VisA
98.1Accuracy
19
VisA
97.7Accuracy
19
VisA
97.5Pixel AUROC
18
VisA Setting 5: 11-1 with 1 Step
93.7A-AUROC (Image-level)
18
VisA 2-shot
0.923F1-max
16
VisA unified (test)
97.71AUROC
15
VisA
99.2AUC-P
15
VisA
40.54Average mAP
15
VisA 12-class
93Instance-level AUC (Avg)
13
Visa
96.2AUROC
12
VisA 12 classes 1.0 (test)
95.2Image-level AUROC
12
VisA
98.9Image AUC
12
VisA
98.1I-AUC
11
VisA (test)
97.5AUROC
11
VisA 10% training contamination (test)
0.91Average Image-level AUROC
11
VisA
99.4Candle AUROC
10
VisA supervised benchmark 12 different classes
97.7Image-level AUROC
10
VisA Setting 7: 8-1x4 with 4 Steps
83.4Image-level A-AUROC
10
VisA Setting 6: 8-4 with 1 Step
85.3Image-level A-AUROC
10
VisA
98.9I-AUC
9
VisA sequential (train)
13.2Candle Score
9
VisA
0.95Backbone Size (MB)
9