21 results found Sort:

jacobgil
pytorch-grad-cam jacobgil
1.5k
9.6k
mit
43
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
xai pytorch grad-cam score-cam deep-learning explainable-ai explainable-ml visualizations computer-vision interpretability interpretable-ai machine-learning object-detection vision-transformers image-classification class-activation-maps interpretable-deep-learning
Created 2017-05-31
221 commits to master branch, last one 3 days ago
frgfm
torch-cam frgfm
189
1.9k
apache-2.0
10
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)
cnn python gradcam pytorch grad-cam score-cam smoothgrad saliency-map deep-learning activation-maps interpretability gradcam-plus-plus class-activation-map interpretable-deep-learning
Created 2020-03-23
150 commits to main branch, last one about a month ago
kundajelab
deeplift kundajelab
162
802
mit
38
Public facing deeplift repo
deeplift saliency-map interpretability integrated-gradients sensitivity-analysis guided-backpropagation interpretable-deep-learning
Created 2016-06-01
553 commits to master branch, last one 2 years ago
MinghuiChen43
awesome-trustworthy-deep-learning MinghuiChen43
32
291
mit
12
A curated list of trustworthy deep learning papers. Daily updating...
privacy backdoor fairness green-ai security causality ownership poisoning robustness uncertainty ai-alignment watermarking deep-learning hallucinations gradient-leakage machine-unlearning interpretable-deep-learning membership-inference-attack adversarial-machine-learning out-of-distribution-generalization
Created 2020-07-19
594 commits to master branch, last one a day ago
ShengcaiLiao
QAConv ShengcaiLiao
31
196
mit
5
[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
reid re-id person-reid person-search correspondence generalization image-matching metric-learning temporal-models generalizability interpretability person-retrieval re-identification person-recognition adaptive-convolution deep-metric-learning domain-generalization person-reidentification person-re-identification interpretable-deep-learning
Created 2019-07-08
53 commits to master branch, last one about a year ago
suinleelab
path_explain suinleelab
27
183
mit
14
A repository for explaining feature attributions and feature interactions in deep neural networks.
pytorch tensorflow explainable-ai machine-learning interpretable-deep-learning
Created 2020-02-10
84 commits to master branch, last one 2 years ago
hate-alert
HateXplain hate-alert
63
177
mit
7
Can we use explanations to improve hate speech models? Our paper accepted at AAAI 2021 tries to explore that question.
bias lstm detection offensive bert-model hatespeech hate-speech attention-lstm explainability bert-fine-tuning interpretable-deep-learning
Created 2020-05-01
92 commits to master branch, last one about a year ago
Shen-Lab
DeepAffinity Shen-Lab
30
134
gpl-3.0
9
Protein-compound affinity prediction through unified RNN-CNN
protein drug-discovery attention-mechanism semi-supervised-learning interpretable-deep-learning
Created 2018-05-22
75 commits to master branch, last one 2 years ago
pietrobarbiero
pytorch_explain pietrobarbiero
12
126
apache-2.0
12
PyTorch Explain: Interpretable Deep Learning in Python.
lens logic sympy python entropy pytorch deep-learning explainability explainable-ai neural-network interpretability interpretable-ai machine-learning interpretable-deep-learning interpretable-machine-learning
Created 2021-04-10
139 commits to master branch, last one about a year ago
laura-rieger
deep-explanation-penalization laura-rieger
13
123
mit
10
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
ai ml cdep python pytorch fairness fairness-ml data-science deep-learning explainability explainable-ai neural-network interpretability jupyter-notebook machine-learning feature-importance artificial-intelligence recurrent-neural-network interpretable-deep-learning convolutional-neural-network
Created 2019-02-12
89 commits to master branch, last one 3 years ago
suinleelab
attributionpriors suinleelab
9
119
mit
6
Tools for training explainable models using attribution priors.
tensorflow machine-learning artificial-intelligence interpretable-deep-learning
Created 2019-06-24
72 commits to master branch, last one 3 years ago
andreysharapov
xaience andreysharapov
12
106
unknown
9
All about explainable AI, algorithmic fairness and more
explainable-ai explainable-ml interpretability interpretable-ai interpretable-deep-learning interpretable-machine-learning explainable-artificial-intelligence
Created 2019-05-26
84 commits to master branch, last one 8 months ago
hans66hsu
nn_interpretability hans66hsu
20
106
mit
3
Pytorch implementation of various neural network interpretability methods
lrp gradcam pytorch deeplift deconvnet deepdream smoothgrad saliency-map interpretable cnn-visualization nn-interpretability integrated-gradients taylor-decomposition occlusion-sensitivity gradient-visualization guided-backpropagation activation-maximization interpretability-methods interpretable-deep-learning uncertainty-interpretability
Created 2020-10-12
17 commits to main branch, last one 2 years ago
M-Nauta
ProtoTree M-Nauta
17
85
mit
1
ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021
pytorch cvpr2021 decision-trees explainability explainable-ai explainable-ml computer-vision interpretability deep-neural-networks fine-grained-classification interpretable-deep-learning interpretable-machine-learning fine-grained-visual-categorization
Created 2020-12-02
12 commits to main branch, last one about a year ago
wl-zhao
DIML wl-zhao
8
83
unknown
1
[ICCV 2021] Towards Interpretable Deep Metric Learning with Structural Matching
iccv2021 deep-learning computer-vision deep-metric-learning interpretable-deep-learning
Created 2021-08-04
17 commits to master branch, last one 2 years ago
inouye-lab
ShapleyExplanationNetworks inouye-lab
16
82
mit
4
Implementation of the paper "Shapley Explanation Networks"
iclr2021 deep-learning explainable-ai machine-learning interpretable-deep-learning interpretable-machine-learning
Created 2021-01-15
7 commits to main branch, last one 3 years ago
wanyu-lin
ICML2021-Gem wanyu-lin
9
61
unknown
2
Official code for the ICML 2021 paper "Generative Causal Explanations for Graph Neural Networks."
graph-neural-networks interpretable-deep-learning
Created 2021-06-04
21 commits to main branch, last one 2 years ago
scottgigante
m-phate scottgigante
8
58
gpl-3.0
8
Multislice PHATE for tensor embeddings
deep-learning visualization neural-networks interpretable-deep-learning
Created 2019-06-21
91 commits to master branch, last one 3 years ago
ryanchankh
redunet_paper ryanchankh
8
58
unknown
5
Official NumPy Implementation of Deep Networks from the Principle of Rate Reduction (2021)
deeplearning interpretable-deep-learning
Created 2020-09-25
149 commits to master branch, last one 3 years ago
M-Nauta
PIPNet M-Nauta
16
54
unknown
2
PIP-Net: Patch-based Intuitive Prototypes Network for Interpretable Image Classification (CVPR 2023)
xai pytorch concepts cvpr2023 prototypes transparency explainable-ai part-prototypes interpretable-ml image-classification prototypical-learning interpretable-deep-learning disentangled-representations interpretable-machine-learning explainable-artificial-intelligence
Created 2023-03-24
15 commits to main branch, last one 3 months ago
Jathurshan0330
Cross-Modal-Transformer Jathurshan0330
3
40
unknown
2
Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991
transformers deep-learning sleep-stage-classification interpretable-deep-learning
Created 2022-03-30
56 commits to master branch, last one 4 months ago