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ResearchFormerly WizWand

Anomaly Detection on Kaputt

63.9AUROCFAPrompt
-2.0349615.0827732.200549.31823May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FAPromptSetting=ZSAD, Training regime=Trainable2026.0563.950.6
AprilGANSetting=ZSAD, Training regime=Trainable2026.0561.442.4
AnomalyAgentSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.0561.348.9
WinCLIPSetting=ZSAD, Training regime=Training-Free2026.0555.636.6
AnomalyCLIPSetting=ZSAD, Training regime=Trainable2026.0555.448.8
CLIPSetting=ZSAD, Training regime=Training-Free2026.055541.3
ReACTSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.0553.645
MRAD-TFSetting=ZSAD, Training regime=Training-Free2026.0547.648.3
AnomalyAgentShot=2-shot, Training Requirement=Training-Free2026.050.630.515
AnomalyAgentShot=4-shot, Training Requirement=Training-Free2026.050.6270.518
AnomalyAgentShot=1-shot, Training Requirement=Training-Free2026.050.6190.495
InCTRLShot=1-shot, Training Requirement=Trainable2026.050.580.572
InCTRLShot=2-shot, Training Requirement=Trainable2026.050.5770.569
AprilGANShot=1-shot, Training Requirement=Trainable2026.050.5740.568
Mem0Shot=2-shot, Training Requirement=Training-Free2026.050.5740.483
AprilGANShot=4-shot, Training Requirement=Trainable2026.050.5740.577
InCTRLShot=4-shot, Training Requirement=Trainable2026.050.5730.571
AprilGANShot=2-shot, Training Requirement=Trainable2026.050.5710.565
Mem0Shot=4-shot, Training Requirement=Training-Free2026.050.5680.472
WinCLIP+Shot=1-shot, Training Requirement=Training-Free2026.050.5590.556
WinCLIP+Shot=2-shot, Training Requirement=Training-Free2026.050.5570.559
Mem0Shot=1-shot, Training Requirement=Training-Free2026.050.5560.463
WinCLIP+Shot=4-shot, Training Requirement=Training-Free2026.050.5560.582
PatchCoreShot=1-shot, Training Requirement=Training-Free2026.050.510.63
PatchCoreShot=4-shot, Training Requirement=Training-Free2026.050.5020.521
PatchCoreShot=2-shot, Training Requirement=Training-Free2026.050.5010.521