← Time Series Anomaly Detection

Papers with Code · CC BY-SA 4.0

UCR Anomaly Archive

아카이브 평가 16건 · 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
TimeVQVAE-AD	accuracy 0.708	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
Matrix Profile STUMPY	accuracy 0.512	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
MDI	accuracy 0.47	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
Matrix Profile SCRIMP	accuracy 0.416	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
RCF	accuracy 0.387	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
IF	accuracy 0.376	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
Convolutional AE	accuracy 0.352	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
SR-CNN	accuracy 0.3	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
USAD	accuracy 0.276	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
AE	accuracy 0.236	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
LSTM-VAE	accuracy 0.198	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
TranAD	accuracy 0.19	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
OC-SVM	accuracy 0.088	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
Deep SVDD	accuracy 0.076	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
DAGMM	accuracy 0.061	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1
TS-TCC-AD	accuracy 0.006	Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling 2023-11-21	코드 1