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Out Of Distribution Detection Python Packages

Python packages with the GitHub topic out-of-distribution-detection. Sorted by relevance, with stars and monthly downloads.
yzhao062
pyod

A Python library for anomaly detection across tabular, time series, graph, text, and image data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

2.7M 10K 1K
cleanlab
cleanlab

Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

62K 11K 893
aria-ml
dataeval-plots

Python library for analyzing data quality and its impact on model performance across classification and object-detection tasks.

4K 17 6
aria-ml
dataeval

Python library for analyzing data quality and its impact on model performance across classification and object-detection tasks.

3K 17 6
edadaltocg
detectors

Python package to accelerate research on generalized out-of-distribution (OOD) detection.

2K 15 1
aria-ml
daml

Python library for analyzing data quality and its impact on model performance across classification and object-detection tasks.

727 17 6
cleanlab
example-package-elisno

The standard package for data-centric AI, machine learning with label errors, and automatically finding and fixing dataset issues in Python.

344 11K 893
dlmacedo
robust-deep-learning

A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.

275 18 3
nikitadurasov
masksembles

Official repository for the paper "Masksembles for Uncertainty Estimation" (CVPR 2021).

244 104 16
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