Segmentation on Visa
96.2AUROCAF-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AF-CLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 96.2 | 81.1 | 23.9 | |
| DIVEAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 95 | 85.1 | 25.4 | |
| AnomalyCLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 94.9 | 81.8 | 24.5 | |
| AA-CLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 92.7 | 76.8 | 10.9 | |
| AdaCLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 92.6 | 33.9 | 16.2 | |
| DIVEAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 92 | 80.2 | 23.2 | |
| AF-CLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 91.2 | 73.9 | 10.9 | |
| AdaCLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 90.6 | 48.9 | 14.1 | |
| AA-CLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 90 | 71.6 | 8.7 | |
| AnomalyCLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 82.1 | 45.2 | 3.6 | |
| TPSAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 79.4 | 44.7 | 0.6 | |
| TPSAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 68.8 | 21.2 | 0.2 |