A curated list of awesome anomaly detection resources
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Updated
Sep 20, 2022
A curated list of awesome anomaly detection resources
Algorithms for outlier, adversarial and drift detection
Kibana Alert & Report App for Elasticsearch
Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc
An open-source framework for real-time anomaly detection using Python, ElasticSearch and Kibana
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.
Deep Anomaly Detection with Outlier Exposure (ICLR 2019)
Tidy anomaly detection
Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)
Time-Series Anomaly Detection Comprehensive Benchmark
Official PyTorch code for WACV 2022 paper "CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows"
Timeseries Anomaly detection and Root Cause Analysis on data in SQL data warehouses and databases
🔥[NeurIPS 2024] Official Implementation of Hawk: Learning to Understand Open-World Video Anomalies
Anomaly detection for streaming time series, featuring automated model selection.
Learn time-series anomaly detection from z-scores to state-of-the-art deep models: runnable notebooks, honest evaluation, real-world case studies.
Datasets for Predictive Maintenance
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.
Awesome Video Anomaly Detection
MTAD: Tools and Benchmark for Multivariate Time Series Anomaly Detection
List of datasets and papers in X-ray security images (Computer vision/Machine Learning)
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