Segmentation on TN3K (using AUROC, AUPRO, RCPRO)
84.1AUROCDIVE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DIVEAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 84.1 | 54.5 | 55.7 | |
| AnomalyCLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 82 | 49.3 | 51.2 | |
| AF-CLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 81.4 | 62.2 | 62.7 | |
| DIVEAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 81.3 | 55.8 | 56.8 | |
| AA-CLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 79 | 52.7 | 68.6 | |
| AdaCLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 78.4 | 5.8 | 52.8 | |
| AdaCLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 72.6 | 8.1 | 54 | |
| AnomalyCLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 69.6 | 21.5 | 21.1 | |
| AA-CLIPAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 67.1 | 35.5 | 52.4 | |
| AF-CLIPAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 65.6 | 44.9 | 36.4 | |
| TPSAuxiliary Pre-training=MVTec, Level=pixel-level2026.06 | 65.5 | 28.9 | 45.1 | |
| TPSAuxiliary Pre-training=DTD, Evaluation Mode=Zero-shot2026.06 | 64.9 | 26.2 | 43.8 |