OpenOOD
anomaly-detection-resources
| OpenOOD | anomaly-detection-resources | |
|---|---|---|
| 2 | 98 | |
| 755 | 7,887 | |
| - | - | |
| 7.5 | 4.6 | |
| 23 days ago | 16 days ago | |
| Python | Python | |
| MIT License | GNU Affero General Public License v3.0 |
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.
OpenOOD
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[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
anomaly-detection-resources
- anomaly-detection-resources: NEW Extended Research - star count:7507.0
- anomaly-detection-resources: NEW Extended Research - star count:7323.0
- anomaly-detection-resources: NEW Extended Research - star count:7109.0
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Time-based splitting performing significantly worse than random splitting
https://github.com/yzhao062/anomaly-detection-resources https://search.brave.com/search?q=imbalanced+dataset+machine+learning+github&source=desktop
What are some alternatives?
tods - TODS: An Automated Time-series Outlier Detection System
anomalib - An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
luminaire - Luminaire is a python package that provides ML driven solutions for monitoring time series data.
pygod - A Python Library for Graph Outlier Detection (Anomaly Detection)
DGFraud - A Deep Graph-based Toolbox for Fraud Detection
loglizer - A machine learning toolkit for log-based anomaly detection [ISSRE'16]
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
pycaret - An open-source, low-code machine learning library in Python
pyod - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
UGFraud - An Unsupervised Graph-based Toolbox for Fraud Detection