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1.5k

9.7k

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

221 commits to master branch, last one 16 days ago

pytorch-cnn-visualizations utkuozbulak

1.5k

7.7k

mit

115

Pytorch implementation of convolutional neural network visualization techniques

cam pytorch grad-cam gradient saliency deep-dream smooth-grad segmentation guided-grad-cam cnn-visualization gradient-visualization guided-backpropagation

Created 2017-10-21

178 commits to master branch, last one 2 years ago

torch-cam frgfm

191

1.9k

apache-2.0

11

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

grad-cam ramprs

221

1.4k

unknown

18

[ICCV 2017] Torch code for Grad-CAM

iccv17 heatmap grad-cam deep-learning interpretability visual-explanation convolutional-neural-networks

Created 2016-05-27

51 commits to master branch, last one 7 years ago

grad-cam-pytorch kazuto1011

174

781

mit

8

PyTorch re-implementation of Grad-CAM (+ vanilla/guided backpropagation, deconvnet, and occlusion sensitivity maps)

pytorch grad-cam deconvnet visualization occlusion-sensitivity guided-backpropagation

Created 2017-05-18

36 commits to master branch, last one 4 years ago

Grad-CAM.pytorch yizt

165

700

apache-2.0

10

pytorch实现Grad-CAM和Grad-CAM++,可以可视化任意分类网络的Class Activation Map (CAM)图,包括自定义的网络;同时也实现了目标检测faster r-cnn和retinanet两个网络的CAM图;欢迎试用、关注并反馈问题...

cam grad-cam retinanet-grad-cam faster-r-cnn-grad-cam guided-backpropagation model-interpretability

Created 2019-08-04

70 commits to master branch, last one 3 years ago

Score-CAM haofanwang

65

387

mit

6

Official implementation of Score-CAM in PyTorch

cam gradcam heatmap pytorch grad-cam saliency scorecam score-cam gradient-free explainability cnn-visualization visual-explanations class-activation-maps cnn-visualization-technique

Created 2020-04-13

51 commits to master branch, last one about a year ago

tf-keras-vis keisen

45

311

mit

8

Neural network visualization toolkit for tf.keras

xai keras python gradcam grad-cam saliency keras-vis score-cam tensorflow xai-library deep-learning saliency-maps visualization explainability explainable-ai explainable-ml gradcam-plus-plus keras-visualization activation-maximization

Created 2019-10-31

395 commits to master branch, last one 2 months ago

grad-cam.tensorflow Ankush96

78

248

unknown

8

Implementation of Grad CAM in tensorflow

grad-cam tensorflow visualization

Created 2017-01-12

7 commits to master branch, last one 7 years ago

InterpretDL PaddlePaddle

37

231

apache-2.0

12

InterpretDL: Interpretation of Deep Learning Models，基于『飞桨』的模型可解释性算法库。

lime grad-cam nlp-models smoothgrad explanations paddlepaddle visualizations vision-transformer model-interpretation interpretation-algorithms convolutional-neural-networks

Created 2020-06-22

490 commits to master branch, last one 8 months ago

explainable-cnn ashutosh1919

31

213

mit

5

📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.

cnn pytorch grad-cam cnn-pytorch saliency-map visualization explainable-ai explainable-ml guided-grad-cam cnn-visualization cnn-classification saliency-detection grad-cam-visualization guided-backpropagation pytorch-implementation cnn-visualization-technique

Created 2022-03-13

45 commits to main branch, last one 11 months ago

COVID-CXNet armiro

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60

mit

7

COVID-CXNet: Diagnosing COVID-19 in Frontal Chest X-ray Images using Deep Learning. Preprint available on arXiv: https://arxiv.org/abs/2006.13807

keras chexnet heatmap covid-19 grad-cam chest-xray tensorflow covid-dataset deep-learning visualization classification machine-learning disease-detection coronavirus-dataset pneumonia-detection class-activation-maps medical-image-processing convolutional-neural-networks

Created 2020-03-24

333 commits to master branch, last one about a month ago

timm-vis novice03

3

41

mit

1

Visualizer for PyTorch image models

pytorch grad-cam deep-dream visualizer deep-networks saliency-maps feature-inversion adversarial-attacks pytorch-image-classifier

Created 2021-05-19

3 commits to main branch, last one 3 years ago