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The Top 23 Interpretable Deep Learning Open Source Projects

Open source projects categorized as Interpretable Deep Learning
Categories > Interpretable Deep Learning
Pytorch Grad Cam ⭐ 8,723
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
dependent packages 10total releases 28most recent commit 4 months agopypi grad-cam} Downloads
Torch Cam ⭐ 1,695
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)
dependent packages 3total releases 9most recent commit 3 months agopypi torchcam} Downloads
Deeplift ⭐ 584
Public facing deeplift repo
dependent packages 6total releases 13most recent commit 2 years agopypi deeplift} Downloads
Awesome Trustworthy Deep Learning ⭐ 254
A curated list of trustworthy deep learning papers. Daily updating...
most recent commit 3 months ago
Understanding Nn ⭐ 222
Tensorflow tutorial for various Deep Neural Network visualization techniques
most recent commit 4 years ago
Qaconv ⭐ 166
[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning
most recent commit a year ago
Hatexplain ⭐ 152
Can we use explanations to improve hate speech models? Our paper accepted at AAAI 2021 tries to explore that question.
most recent commit 10 months ago
Path_explain ⭐ 134
A repository for explaining feature attributions and feature interactions in deep neural networks.
total releases 7most recent commit 2 years ago
Visual Attribution ⭐ 117
Pytorch Implementation of recent visual attribution methods for model interpretability
most recent commit 4 years ago
Gradcam_plus_plus Pytorch ⭐ 102
A Simple pytorch implementation of GradCAM and GradCAM++
most recent commit 5 years ago
Xaience ⭐ 100
All about explainable AI, algorithmic fairness and more
most recent commit 7 months ago
Deepaffinity ⭐ 80
Protein-compound affinity prediction through unified RNN-CNN
most recent commit 3 years ago
Attributionpriors ⭐ 75
Tools for training explainable models using attribution priors.
total releases 4most recent commit 3 years ago
Deep Explanation Penalization ⭐ 74
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
most recent commit 3 years ago
Layerwise Relevance Propagation ⭐ 51
Implementation of Layerwise Relevance Propagation for heatmapping "deep" layers
most recent commit 6 years ago
Prototree ⭐ 46
ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021
most recent commit 2 years ago
M Phate ⭐ 44
Multislice PHATE for tensor embeddings
total releases 4most recent commit 3 years ago
At Cnn ⭐ 40
Project page for our paper: Interpreting Adversarially Trained Convolutional Neural Networks
most recent commit 5 years ago
Nn_interpretability ⭐ 37
Pytorch implementation of various neural network interpretability methods
most recent commit 2 years ago
Self_critical_vqa ⭐ 37
Code for NeurIPS 2019 paper ``Self-Critical Reasoning for Robust Visual Question Answering''
most recent commit 5 years ago
Shapleyexplanationnetworks ⭐ 36
Implementation of the paper "Shapley Explanation Networks"
most recent commit 3 years ago
Cross Modal Transformer ⭐ 32
Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991
most recent commit 3 months ago
Cnn Units In Nlp ⭐ 26
✂️ Repository for our ICLR 2019 paper: Discovery of Natural Language Concepts in Individual Units of CNNs
most recent commit 5 years ago
The 3 Most Depended On Interpretable Deep Learning Open Source Projects
Deeplift ⭐ 584
Public facing deeplift repo
dependent packages 6total releases 13latest release November 11, 2020most recent commit 2 years agopypi deeplift} Downloads
The 6 Latest Releases In Interpretable Deep Learning Open Source Projects
Deeplift ⭐ 584
Public facing deeplift repo
dependent packages 6total releases 13latest release November 11, 2020most recent commit 2 years agopypi deeplift} Downloads
M Phate ⭐ 44
Multislice PHATE for tensor embeddings
total releases 4latest release March 10, 2020most recent commit 3 years ago
Attributionpriors ⭐ 75
Tools for training explainable models using attribution priors.
total releases 4latest release October 31, 2019most recent commit 3 years ago
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