Top 4 Python out-of-distribution-detection Projects

cleanlab

69 8,592 9.4 Python

The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Project mention: [Research] Detecting Annotation Errors in Semantic Segmentation Data | /r/MachineLearning | 2023-11-05

We have feely open-sourced our new method for improving segmentation data, published a paper on the research behind it, and released a 5-min code tutorial. You can also read more in the blog if you'd like.

pyod

7 7,928 7.7 Python

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

Project mention: A Comprehensive Guide for Building Rag-Based LLM Applications | news.ycombinator.com | 2023-09-13

This is a feature in many commercial products already, as well as open source libraries like PyOD. https://github.com/yzhao062/pyod

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
OpenOOD

2 741 8.1 Python

Benchmarking Generalized Out-of-Distribution Detection

Project mention: [Online Leaderboard | Easy Evaluation] OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection | /r/DeepLearningPapers | 2023-06-28

Open-sourced implementations of 40+ advanced methods (see our repo);

CSI

1 269 0.0 Python

CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020)

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2023-11-05.