CSI
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances (NeurIPS 2020) (by alinlab)
OpenOOD
Benchmarking Generalized Out-of-Distribution Detection (by Jingkang50)
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
CSI
Posts with mentions or reviews of CSI.
We have used some of these posts to build our list of alternatives
and similar projects.
OpenOOD
Posts with mentions or reviews of OpenOOD.
We have used some of these posts to build our list of alternatives
and similar projects.
-
[Online Leaderboard | Easy Evaluation] OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection
Open-sourced implementations of 40+ advanced methods (see our repo);
- Large OOD Detection Library with Multiple Papers Implemented
What are some alternatives?
When comparing CSI and OpenOOD you can also consider the following projects:
tods - TODS: An Automated Time-series Outlier Detection System
luminaire - Luminaire is a python package that provides ML driven solutions for monitoring time series data.
DGFraud - A Deep Graph-based Toolbox for Fraud Detection
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
anomaly-detection-resources - Anomaly detection related books, papers, videos, and toolboxes
pyod - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)