Anomaly Segmentation on DAGM
99.4AUROCVCP-CLIP (ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VCP-CLIP (ours)Training Requirement=Training-required2024.07 | 99.4 | 98.3 | 52 | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.3 | 98 | 43.1 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.2 | 44.7 | 42.6 | |
| Baseline (ours)Training Requirement=Training-required2024.07 | 99.1 | 97.2 | 48.9 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.1 | 93.6 | 29.5 | |
| APRIL-GANTraining Requirement=Training-required2024.07 | 99 | 44.1 | 50.5 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99 | 83.1 | 40.7 | |
| CoCoOpTraining Requirement=Training-required2024.07 | 98 | 94.7 | 42.9 | |
| MRAD-CLIPTraining setting=Training-based2026.01 | 97.4 | 90.3 | — | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 97 | 40.9 | 44.2 | |
| KAnoCLIPBackbone=ViT-L/14@336px, Setting=Zero-shot2025.01 | 96.8 | — | — | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 96.5 | 88.4 | — | |
| MRAD-FTTraining setting=Training-based2026.01 | 96.1 | 74.9 | — | |
| AnomalyCLIPVenue=ICLR 2024, Setting=Zero-shot2025.01 | 95.6 | — | — | |
| FAPromptTraining setting=Training-based2026.01 | 95.6 | 89.1 | — | |
| MVFA-ADVenue=CVPR 2024, Setting=Zero-shot2025.01 | 95.1 | — | — | |
| April-GANVenue=CVPR 2023, Setting=Zero-shot2025.01 | 92.4 | — | — | |
| WinCLIPVenue=CVPR 2023, Setting=Zero-shot2025.01 | 87.6 | — | — | |
| MRAD-TFTraining setting=Train-free2026.01 | 86.9 | 66.1 | — | |
| AnVoLTraining Requirement=Training-free2024.07 | 83.4 | 64.7 | 10.7 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 83.2 | 55.4 | 3.1 | |
| AnomalyGPTTraining Requirement=Training-required2024.07 | 81.9 | 35.7 | 4.7 | |
| AdaCLIPTraining setting=Training-based2026.01 | 76.2 | 56.3 | — | |
| WinCLIPTraining setting=Train-free2026.01 | 75.5 | 44.4 | — | |
| WinCLIPTraining Requirement=Training-free2024.07 | 75.1 | 43.1 | 3.2 | |
| CLIP-ACVenue=IMCL 2021, Setting=Zero-shot2025.01 | 32.7 | — | — | |
| CLIPVenue=ICML 2021, Setting=Zero-shot2025.01 | 28.2 | — | — |