VisA
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
VisA Multi-Class
0.98I-ROC
9
VisA
74.71Accuracy
9
VisA
76.79Accuracy
9
VisA 2 × 6 setting 6 Steps
83.6Image-level A-AUROC
8
VisA 2 Steps (8–2 × 2 setting)
85.9Image-level A-AUROC
8
VisA 42 (joint evaluation protocol)
95.8AUROC
8
VisA -> MVTec AD
92.3AUROC
8
VisA Industrial (test)
0.856AUROC
8
VisA Industrial (test)
95.9AUROC
8
VisA
96.2AUROC
8
VisA step (K=1) distribution (test)
83.26AUROC (Ct)
7
VisA step (K=4) distribution (test)
85.16AUROC (Ct)
7
VisA Pareto distribution (test)
87.55AUROC (Ct)
7
VisA
93.4ROC_P
7
ViSA
99AUC
7
VisA
0.986AUROC
7
VisA
96.8AUROC
7
VisA 20% training contamination (test)
0.723capsules
7
VisA 15% training contamination (test)
0.743Capsules AUROC
7
VisA 4-shot
98.2AUROC
7
VisA 2-shot
98AUROC
7
VisA 1-shot
97.8AUROC
7
VisA
98.6P-AUROC
7
VisA-D&R (test)
5.22Low-level GPT Score
6
Visa
77.8AUROC
6