← Unsupervised Anomaly Detection

Papers with Code · CC BY-SA 4.0

AnoShift

아카이브 평가 15건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
ACR-NTL (zero-shot, test anomaly ratio=1%)	ROC-AUC FAR 62.5	Zero-Shot Anomaly Detection via Batch Normalization 2023-02-15	코드 1
ACR-DSVDD (zero-shot, anomaly ratio=1%)	ROC-AUC FAR 62	Zero-Shot Anomaly Detection via Batch Normalization 2023-02-15	코드 1
ACR-NTL (zero-shot, test anomaly ratio=20%)	ROC-AUC FAR 62	Zero-Shot Anomaly Detection via Batch Normalization 2023-02-15	코드 1
ACR-DSVDD (zero-shot, anomaly ratio=20%)	ROC-AUC FAR 59.1	Zero-Shot Anomaly Detection via Batch Normalization 2023-02-15	코드 1
COPOD	ROC-AUC IID 85.62 ROC-AUC NEAR 54.24 ROC-AUC FAR 50.42 ROC-AUC-ID (In-Distribution setup) 80.89	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
OC-SVM	ROC-AUC IID 76.86 ROC-AUC NEAR 71.43 ROC-AUC FAR 49.57 ROC-AUC-ID (In-Distribution setup) 68.73	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
SO-GAAL	ROC-AUC IID 50.48 ROC-AUC NEAR 54.55 ROC-AUC FAR 49.35 ROC-AUC-ID (In-Distribution setup) 49.90	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
ECOD Li et al. (2022)	ROC-AUC IID 84.76 ROC-AUC NEAR 44.87 ROC-AUC FAR 49.19 ROC-AUC-ID (In-Distribution setup) 79.41	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
LOF	ROC-AUC IID 91.5 ROC-AUC NEAR 79.29 ROC-AUC FAR 34.96 ROC-AUC-ID (In-Distribution setup) 87.61	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
deepSVDD	ROC-AUC IID 92.67 ROC-AUC NEAR 87.00 ROC-AUC FAR 34.53 ROC-AUC-ID (In-Distribution setup) 88.24	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
LUNAR	ROC-AUC IID 85.75 ROC-AUC NEAR 49.03 ROC-AUC FAR 28.19 ROC-AUC-ID (In-Distribution setup) 78.53	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
BERT	ROC-AUC IID 84.54 ROC-AUC NEAR 86.05 ROC-AUC FAR 28.15 ROC-AUC-ID (In-Distribution setup) 79.62	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
IsoForest	ROC-AUC IID 86.09 ROC-AUC NEAR 75.26 ROC-AUC FAR 27.16 ROC-AUC-ID (In-Distribution setup) 81.27	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
Internal Contrastive Learning	ROC-AUC IID 84.86 ROC-AUC NEAR 52.26 ROC-AUC FAR 22.45 ROC-AUC-ID (In-Distribution setup) 66.99	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1
AE for anomalies	ROC-AUC IID 81 ROC-AUC NEAR 44.06 ROC-AUC FAR 19.96 ROC-AUC-ID (In-Distribution setup) 64.08	AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection 2022-06-30	코드 1