Anomaly Detection on MVTec LOCO (AUROC and F1-max)
67.4AUROCAnomalyAgent
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnomalyAgentShot=4-shot, Training Requirement=Training-Free2026.05 | 67.4 | 79.9 | |
| AnomalyAgentShot=2-shot, Training Requirement=Training-Free2026.05 | 66.3 | 79.4 | |
| AprilGANShot=4-shot, Training Requirement=Trainable2026.05 | 65.4 | 53.9 | |
| AprilGANShot=2-shot, Training Requirement=Trainable2026.05 | 65.2 | 59.7 | |
| AprilGANShot=1-shot, Training Requirement=Trainable2026.05 | 64.6 | 50 | |
| PatchCoreShot=4-shot, Training Requirement=Training-Free2026.05 | 64.2 | 54.6 | |
| AnomalyAgentShot=1-shot, Training Requirement=Training-Free2026.05 | 64 | 78.6 | |
| WinCLIP+Shot=4-shot, Training Requirement=Training-Free2026.05 | 63.9 | 66.8 | |
| WinCLIP+Shot=2-shot, Training Requirement=Training-Free2026.05 | 63.3 | 67.2 | |
| InCTRLShot=4-shot, Training Requirement=Trainable2026.05 | 62.8 | 62.2 | |
| AnomalyAgentSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 62.8 | 77.3 | |
| AnomalyCLIPSetting=ZSAD, Training regime=Trainable2026.05 | 61.9 | 57.4 | |
| PatchCoreShot=2-shot, Training Requirement=Training-Free2026.05 | 61.7 | 53.9 | |
| InCTRLShot=2-shot, Training Requirement=Trainable2026.05 | 61.6 | 58.2 | |
| WinCLIP+Shot=1-shot, Training Requirement=Training-Free2026.05 | 61.2 | 56 | |
| PatchCoreShot=1-shot, Training Requirement=Training-Free2026.05 | 60.9 | 54 | |
| InCTRLShot=1-shot, Training Requirement=Trainable2026.05 | 60 | 57.3 | |
| ReACTSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 60 | 77.3 | |
| FAPromptSetting=ZSAD, Training regime=Trainable2026.05 | 59.5 | 51.3 | |
| WinCLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 59.1 | 53.8 | |
| AprilGANSetting=ZSAD, Training regime=Trainable2026.05 | 58.6 | 39.8 | |
| MRAD-TFSetting=ZSAD, Training regime=Training-Free2026.05 | 58.2 | 77.3 | |
| Mem0Shot=4-shot, Training Requirement=Training-Free2026.05 | 53.6 | 77.3 | |
| CLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 53.6 | 44.9 | |
| Mem0Shot=1-shot, Training Requirement=Training-Free2026.05 | 53.3 | 77.3 | |
| Mem0Shot=2-shot, Training Requirement=Training-Free2026.05 | 52.6 | 77.3 |