Anomaly Segmentation on RSDD
99.7AUROCSSVP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSVPsetting=zero-shot2026.01 | 99.7 | 98.7 | 43.4 | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 99.7 | — | 35.9 | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.6 | 98 | 39.1 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 99.6 | — | 33.2 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 99.6 | — | 35.7 | |
| VCP-CLIP (ours)Training Requirement=Training-required2024.07 | 99.5 | 97.5 | 44.1 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.5 | 50.5 | 38.2 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.4 | 64.9 | 30.6 | |
| APRIL-GANsetting=zero-shot2026.01 | 99.4 | 65.2 | 27.6 | |
| Bayes-PFLsetting=zero-shot2026.01 | 99.4 | 92.1 | 39.1 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 99.4 | — | 41.7 | |
| Baseline (ours)Training Requirement=Training-required2024.07 | 99.3 | 95.9 | 35 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 99.3 | — | 33.1 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.2 | 90.1 | 31.9 | |
| CoCoOpTraining Requirement=Training-required2024.07 | 99.1 | 94.4 | 37.4 | |
| APRIL-GANTraining Requirement=Training-required2024.07 | 99.1 | 62.9 | 35.9 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 99.1 | 92 | 19.1 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 98.6 | — | 17.8 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 97.8 | 93.2 | 18.7 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95.1 | 75.4 | 2.1 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 95.1 | — | 2.1 | |
| AnVoLTraining Requirement=Training-free2024.07 | 94.7 | 75.5 | 3.5 | |
| WinCLIPsetting=zero-shot2026.01 | 93.8 | 74.4 | 2.2 | |
| AdaCLIPsetting=zero-shot2026.01 | 93.6 | 48.3 | 37.1 | |
| AnomalyGPTTraining Requirement=Training-required2024.07 | 93.2 | 58.4 | 16 | |
| WinCLIPTraining Requirement=Training-free2024.07 | 91.4 | 63.6 | 3.7 |