الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Anomaly Classification On Goodsad

المقاييس

AUPR

AUROC

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	AUPR	AUROC	Paper Title	Repository
PatchCore-100%	86.1	85.5	Towards Total Recall in Industrial Anomaly Detection
PatchCore-1%	83.3	81.4	Towards Total Recall in Industrial Anomaly Detection
SimpleNet	78.7	75.3	SimpleNet: A Simple Network for Image Anomaly Detection and Localization
RD4AD	68.2	66.5	Anomaly Detection via Reverse Distillation from One-Class Embedding
DRAEM	71	65.9	DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection
SPADE	68.7	64.1	Sub-Image Anomaly Detection with Deep Pyramid Correspondences
NSA	71.8	67.3	Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization
CFLOW-AD	75.3	71.2	CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows
MiniMaxAD-fr	-	86.1	MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly Detection	-
CutPaste	62.8	60.2	CutPaste: Self-Supervised Learning for Anomaly Detection and Localization
f-AnoGAN	66.6	62.8	f-AnoGAN: Fast Unsupervised Anomaly Detection with Generative Adversarial Networks

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