Anomaly Detection on MVTecAD (GPU Cost, Time)
1.03GPU Cost (GB)FastRecon
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FastReconBackbone=Wide-ResNet50, Resolution=224 × 224, Shot setting=4-shot2026.05 | 1.03 | 120.2 | |
| HyperFSADBackbone=DINOv3-ViT-B/16, Resolution=448 × 448, Shot setting=4-shot2026.05 | 1.66 | 59.3 | |
| PromptADBackbone=ViT-L/14-336, Resolution=336 × 336, Shot setting=4-shot2026.05 | 2.13 | 81.3 | |
| ReMP-ADBackbone=ViT-L/14-336, Resolution=336 × 336, Shot setting=4-shot2026.05 | 2.76 | 133.9 | |
| APRIL-GANBackbone=ViT-L/14-336, Resolution=336 × 336, Shot setting=4-shot2026.05 | 3.83 | 230.7 | |
| KAG-promptBackbone=ViT-L/14-336, Resolution=336 × 336, Shot setting=4-shot2026.05 | 6.28 | 301.9 | |
| RegADBackbone=ResNet18, Resolution=224 × 224, Shot setting=4-shot2026.05 | 7.12 | 5,870.5 | |
| WinCLIPBackbone=ViT-L/14-336, Resolution=336 × 336, Shot setting=4-shot2026.05 | 15.81 | 8,346.5 | |
| AnomalyGPTBackbone=ImageBind-Huge, Resolution=224 × 224, Shot setting=4-shot2026.05 | 19.17 | 1,653.2 |