outlier 开源项目推荐（72 个）

yzhao062 /anomaly-detection-resources

异常检测相关书籍、论文、视频和工具箱。LLM和VLM作品的最后更新于2025年底！

SeldonIO /alibi-detect

Algorithms for outlier, adversarial and drift detection

ExpediaGroup /adaptive-alerting

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

hippke /wotan

Automagically remove trends from time-series data

USC-FORTIS /AD-AGENT

A multi-agent framework to fully automate anomaly detection in different modalities, tabular, graph, time series, and more (work in progress)!

mint-lab /rtl

RANSAC Template Library

kaist-dmlab /NETS

NETS:Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing

kaist-dmlab /STARE

Ultrafast Local Outlier Detection from a Data Stream with Stationary Region Skipping

MAGICS-LAB /OutEffHop

[ICML 2024] Outlier-Efficient Hopfield Layers for Large Transformer-Based Models

mayer79 /outForest

Outlier detection based on random forest models

sevvandi /dobin

Dimension reduction for outlier detection

esantus /Outlier_Detection

Data and code for the experiments in the Outlier Detection task proposed by Camacho-Collados et al.

XinshaoAmosWang /DerivativeManipulation

In the context of Deep Learning: What is the right way to conduct example weighting? How do you understand loss functions and so-called theorems on them?

tom-uchida /Add_Noise_to_Point_Cloud

Add noise to the color or coordinates of the point cloud.

stemangiola /ppcseq

Probabilistic outlier identification for bulk RNA sequencing data

brunocarlin /tidy.outliers

Outliers handling in tidymodels

robinzixuan /OASIS

[NeurIPS 2026] Attention Sinks and Outliers in Attention Residuals

sajadh76 /pyod

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

petropouloumaria /NMAoutlier

Detecting Outliers in Network Meta-Analysis

FlintSH /Outlier-Tools

A collection of free open-source tools to help you better understand your Outlier account, entirely handled in-browser.