HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Anomaly Detection On Leave One Class Out 1

평가 지표

AUROC

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	AUROC	Paper Title	Repository
CLIP (zero shot)	97.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
Binary Cross Entropy (OE)	88.2	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
BCE-CLIP (OE)	99.3	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSAD	88.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSVDD	49.7	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
HSC (OE)	88.3	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images

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