24 results found Sort:

jacobgil
pytorch-grad-cam jacobgil
1.6k
10.8k
mit
45
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
246 commits to master branch, last one 4 days ago
frgfm
torch-cam frgfm
211
2.1k
apache-2.0
12
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
161 commits to main branch, last one 10 days ago
kundajelab
deeplift kundajelab
164
838
mit
37
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 3 years ago
MinghuiChen43
awesome-trustworthy-deep-learning MinghuiChen43
35
345
mit
13
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
646 commits to master branch, last one a day ago
ShengcaiLiao
QAConv ShengcaiLiao
31
206
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
hate-alert
HateXplain hate-alert
64
191
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 2 years ago
suinleelab
path_explain suinleelab
28
185
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
pietrobarbiero
pytorch_explain pietrobarbiero
13
147
apache-2.0
13
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
Shen-Lab
DeepAffinity Shen-Lab
30
137
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
76 commits to master branch, last one 5 months ago
laura-rieger
deep-explanation-penalization laura-rieger
14
128
mit
9
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
8
121
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
hans66hsu
nn_interpretability hans66hsu
19
112
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
andreysharapov
xaience andreysharapov
13
107
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 about a year ago
wl-zhao
DIML wl-zhao
10
95
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 3 years ago
M-Nauta
ProtoTree M-Nauta
19
92
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 2 years ago
inouye-lab
ShapleyExplanationNetworks inouye-lab
15
85
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
65
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
M-Nauta
PIPNet M-Nauta
20
63
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 10 months ago
scottgigante
m-phate scottgigante
8
59
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
7
59
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
Jathurshan0330
Cross-Modal-Transformer Jathurshan0330
4
49
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 11 months ago
mims-harvard
TimeX mims-harvard
2
41
unknown
5
Time series explainability via self-supervised model behavior consistency
time-series transformers deep-learning explainability explainable-ai interpretability time-series-analysis interpretable-deep-learning
Created 2023-02-14
70 commits to main branch, last one about a year ago
matlab-deep-learning
Explore-Deep-Network-Explainability-Using-an-App matlab-deep-learning
7
36
other
4
This repository provides an app for exploring the predictions of an image classification network using several deep learning visualization techniques. Using the app, you can: explore network predictio...
matlab gradcam deep-learning explainable-ai pretrained-models transfer-learning matlab-deep-learning interpretable-deep-learning
Created 2021-05-06
6 commits to main branch, last one 3 years ago
nadeemlab
CIR nadeemlab
6
30
unknown
5
Clinically-Interpretable Radiomics [MICCAI'22, CMPB'21]
python radiomics deep-learning medical-imaging interpretability feature-extraction radiomics-features computational-imaging pytorch-implementation cancer-imaging-research medical-imaging-datasets interpretable-deep-learning radiomics-feature-extraction clinical-interpretation-algorithm
Created 2022-01-31
69 commits to main branch, last one 2 years ago