anomaly 开源项目推荐（230 个）

hoya012 /awesome-anomaly-detection

精心策划的令人敬畏的异常检测资源列表

SeldonIO /alibi-detect

Algorithms for outlier, adversarial and drift detection

sentinl /sentinl

Kibana Alert & Report App for Elasticsearch

huytransformer /Awesome-Out-Of-Distribution-Detection

分布外检测、鲁棒性和泛化资源。该仓库包含精选的论文、教程、书籍、视频、文章和开源库等列表

MentatInnovations /datastream.io

An open-source framework for real-time anomaly detection using Python, ElasticSearch and Kibana

earthgecko /skyline

Real-time anomaly detection for time series metrics. 11 years of production anomaly detection evolution. Multi-algorithm ensembles. Pattern recognition using semi-supervised and unsupervised learning. Correlation analysis. Learns and gets better over time. No GPU required, can run on a VPS.

hendrycks /outlier-exposure

Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

business-science /anomalize

Tidy anomaly detection

selimfirat /pysad

Streaming anomaly detection in Python: online detectors (xStream, LODA, RS-Hash, Half-Space Trees, RRCF…) plus calibration and prequential evaluation for real-time data.

zamanzadeh /ts-anomaly-benchmark

Time-Series Anomaly Detection Comprehensive Benchmark

gudovskiy /cflow-ad

WACV 2022 论文“CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows”的官方 PyTorch 代码

cuebook /CueObserve

Timeseries Anomaly detection and Root Cause Analysis on data in SQL data warehouses and databases

jqtangust /hawk

🔥[NeurIPS 2024] Official Implementation of Hawk: Learning to Understand Open-World Video Anomalies

ExpediaGroup /adaptive-alerting

Anomaly detection for streaming time series, featuring automated model selection.

JulienAu /anomaly-detection-tutorials

Learn time-series anomaly detection from z-scores to state-of-the-art deep models: runnable notebooks, honest evaluation, real-world case studies.

kokikwbt /predictive-maintenance

Datasets for Predictive Maintenance

msmps /create-tui

The easiest way to get started with OpenTUI is by using create-tui. This CLI tool enables you to quickly start building a new OpenTUI application, with everything set up for you.

vt-le /Video-Anomaly-Detection

Awesome Video Anomaly Detection

NeelBhowmik /xray

List of datasets and papers in X-ray security images (Computer vision/Machine Learning)

OpsPAI /MTAD

MTAD: Tools and Benchmark for Multivariate Time Series Anomaly Detection