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Interpretable Deep Learning Python Packages

Python packages with the GitHub topic interpretable-deep-learning. Sorted by relevance, with stars and monthly downloads.
jacobgil
grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

77K 13K 2K
frgfm
torchcam

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)

17K 2K 224
pietrobarbiero
torch-explain

PyTorch Explain: Interpretable Deep Learning in Python.

1K 172 17
kundajelab
deeplift

DeepLIFT (Deep Learning Important FeaTures)

980 872 169
suinleelab
path-explain

A repository for explaining feature attributions and feature interactions in deep neural networks.

406 193 29
GeorgakilasLab
cnnamon

CNNAMON: a convolutiIonal neural network interpretability framework for deciphering regulatory motif insights

339 0 0
suinleelab
attributionpriors

Tools for training explainable models using attribution priors.

291 127 8
scottgigante
m-phate

m-phate

223 61 8
chunribu
miidl

A Python package for biomarkers identification powered by interpretable deep learning

215 0 0
williamcaicedo
iseeu

ISeeU: Visually interpretable deep learning for mortality prediction inside the ICU

81 28 7
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