Anomaly Detection on Kaputt
63.9AUROCFAPrompt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FAPromptSetting=ZSAD, Training regime=Trainable2026.05 | 63.9 | 50.6 | |
| AprilGANSetting=ZSAD, Training regime=Trainable2026.05 | 61.4 | 42.4 | |
| AnomalyAgentSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 61.3 | 48.9 | |
| WinCLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 55.6 | 36.6 | |
| AnomalyCLIPSetting=ZSAD, Training regime=Trainable2026.05 | 55.4 | 48.8 | |
| CLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 55 | 41.3 | |
| ReACTSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 53.6 | 45 | |
| MRAD-TFSetting=ZSAD, Training regime=Training-Free2026.05 | 47.6 | 48.3 | |
| AnomalyAgentShot=2-shot, Training Requirement=Training-Free2026.05 | 0.63 | 0.515 | |
| AnomalyAgentShot=4-shot, Training Requirement=Training-Free2026.05 | 0.627 | 0.518 | |
| AnomalyAgentShot=1-shot, Training Requirement=Training-Free2026.05 | 0.619 | 0.495 | |
| InCTRLShot=1-shot, Training Requirement=Trainable2026.05 | 0.58 | 0.572 | |
| InCTRLShot=2-shot, Training Requirement=Trainable2026.05 | 0.577 | 0.569 | |
| AprilGANShot=1-shot, Training Requirement=Trainable2026.05 | 0.574 | 0.568 | |
| Mem0Shot=2-shot, Training Requirement=Training-Free2026.05 | 0.574 | 0.483 | |
| AprilGANShot=4-shot, Training Requirement=Trainable2026.05 | 0.574 | 0.577 | |
| InCTRLShot=4-shot, Training Requirement=Trainable2026.05 | 0.573 | 0.571 | |
| AprilGANShot=2-shot, Training Requirement=Trainable2026.05 | 0.571 | 0.565 | |
| Mem0Shot=4-shot, Training Requirement=Training-Free2026.05 | 0.568 | 0.472 | |
| WinCLIP+Shot=1-shot, Training Requirement=Training-Free2026.05 | 0.559 | 0.556 | |
| WinCLIP+Shot=2-shot, Training Requirement=Training-Free2026.05 | 0.557 | 0.559 | |
| Mem0Shot=1-shot, Training Requirement=Training-Free2026.05 | 0.556 | 0.463 | |
| WinCLIP+Shot=4-shot, Training Requirement=Training-Free2026.05 | 0.556 | 0.582 | |
| PatchCoreShot=1-shot, Training Requirement=Training-Free2026.05 | 0.51 | 0.63 | |
| PatchCoreShot=4-shot, Training Requirement=Training-Free2026.05 | 0.502 | 0.521 | |
| PatchCoreShot=2-shot, Training Requirement=Training-Free2026.05 | 0.501 | 0.521 |