Anomaly Detection on LAG (AUROC, F1-max)
80.7AUROCAprilGAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AprilGANSetting=ZSAD, Training regime=Trainable2026.05 | 80.7 | 77.9 | |
| AprilGANShot=1-shot, Training Requirement=Trainable2026.05 | 77.3 | 68.8 | |
| AprilGANShot=4-shot, Training Requirement=Trainable2026.05 | 77.2 | 75.8 | |
| AprilGANShot=2-shot, Training Requirement=Trainable2026.05 | 77.1 | 73 | |
| AnomalyCLIPSetting=ZSAD, Training regime=Trainable2026.05 | 76.4 | 77.9 | |
| FAPromptSetting=ZSAD, Training regime=Trainable2026.05 | 74.9 | 80.2 | |
| InCTRLShot=4-shot, Training Requirement=Trainable2026.05 | 72.4 | 80.8 | |
| AnomalyAgentShot=4-shot, Training Requirement=Training-Free2026.05 | 68.8 | 83.2 | |
| PatchCoreShot=4-shot, Training Requirement=Training-Free2026.05 | 67.9 | 73 | |
| AnomalyAgentShot=2-shot, Training Requirement=Training-Free2026.05 | 67 | 82.3 | |
| AnomalyAgentShot=1-shot, Training Requirement=Training-Free2026.05 | 66.1 | 82 | |
| AnomalyAgentSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 65.3 | 81.3 | |
| WinCLIP+Shot=4-shot, Training Requirement=Training-Free2026.05 | 65 | 66.9 | |
| CLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 62.6 | 66.7 | |
| Mem0Shot=1-shot, Training Requirement=Training-Free2026.05 | 60.5 | 81.3 | |
| Mem0Shot=4-shot, Training Requirement=Training-Free2026.05 | 60.1 | 81.3 | |
| MRAD-TFSetting=ZSAD, Training regime=Training-Free2026.05 | 60.1 | 81.3 | |
| PatchCoreShot=2-shot, Training Requirement=Training-Free2026.05 | 59.6 | 68.1 | |
| WinCLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 59.6 | 65.4 | |
| WinCLIP+Shot=2-shot, Training Requirement=Training-Free2026.05 | 59.5 | 58.5 | |
| Mem0Shot=2-shot, Training Requirement=Training-Free2026.05 | 59.3 | 81.3 | |
| InCTRLShot=2-shot, Training Requirement=Trainable2026.05 | 58.8 | 76.9 | |
| ReACTSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 57.7 | 81.3 | |
| WinCLIP+Shot=1-shot, Training Requirement=Training-Free2026.05 | 55.1 | 50.5 | |
| InCTRLShot=1-shot, Training Requirement=Trainable2026.05 | 47 | 67 | |
| PatchCoreShot=1-shot, Training Requirement=Training-Free2026.05 | 40.8 | 49.3 |