grad-cam-visualization

There are 1 repository under grad-cam-visualization topic.

explainable-cnn
ashutosh1919 / explainable-cnn
📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.
explainable-ai explainable-ml cnn cnn-pytorch cnn-classification grad-cam grad-cam-visualization saliency-map saliency-detection visualization cnn-visualization cnn-visualization-technique guided-backpropagation guided-grad-cam pytorch pytorch-implementation
Language:Python 212
IbrahimSobh / see-inside-cnn
Going deeper into Deep CNNs through visualization methods: Saliency maps, optimize a random input image and deep dreaming with Keras
saliency-maps grad-cam-visualization visualization-methods deep-networks convolution-layer cnns
Language:Jupyter Notebook 68
gaurav104 / WSS-CMER
Code for the paper : "Weakly supervised segmentation with cross-modality equivariant constraints", available at https://arxiv.org/pdf/2104.02488.pdf
brats brats2019 class-activation-map class-activation-maps deep-learning grad-cam grad-cam-visualization medical-imaging multi-modal-imaging multi-modal-learning self-learning transformation-equivariance weakly-supervised-learning weakly-supervised-segmentation
Language:Python 19
PerXeptron / CAM-Localization
Heat Map :fire: Generation codes for using PyTorch and CAM Localization Algorithm.
grad-cam-visualization chest-xrays heatmap pytorch densenet-pytorch pytorch-cnn
Language:Python 7
WaterKnight1998 / spegc-datathon
First position in Gran Canary Datathon 2021
weakly-supervised-detection weakly-supervised-object-detection gradcam gradcam-heatmap grad-cam grad-cam-visualization pytorch fastai keras tensorflow tensorflow2 albumentations
Language:Jupyter Notebook 7
Arka-Bhowmik / mri_triage_normal
Deep Learning Breast MRI Segmentation and Classification
2d-image u-net vgg16 deep-learning keras matlab python segmentation tensorflow mri-images machine-learning grad-cam grad-cam-visualization
Language:Jupyter Notebook 6
shantanu-ai / Explainability-with-LTH
Repository of the course project of CMU 16-824 Visual Learning and Recognition
computer-vision explainable-ai grad-cam-visualization lottery-ticket-hypothesis pruning tcav cnn deep-learning pytorch vlr 16-824 cub200-2011
Language:Jupyter Notebook 5
baotramduong / Explainable-AI-Scene-Classification-and-GradCam-Visualization
We will build and train a Deep Convolutional Neural Network (CNN) with Residual Blocks to detect the type of scenery in an image. In addition, we will also use a technique known as Gradient-Weighted Class Activation Mapping (Grad-CAM) to visualize the regions of the inputs and help us explain how our CNN models think and make decision.
cnn computer-vision deep-learning grad-cam-visualization resnet-18
Language:Jupyter Notebook 4
haksorus / mobilenetv2-cars-classification
PyTorch MobileNetV2 Stanford Cars Dataset Classification (0.85 Accuracy)
cnn grad-cam-visualization mobilenetv2 mobilenetv2-pytorch pytorch stanford-cars
Language:Jupyter Notebook 4
manjaryp / GANvsGraphicsvsReal
Distinguishing Natural and Computer-Generated Images using Multi-Colorspace fused EfficientNet
gan computer-graphics real-image classify-real-gan-images classify-real-graphics-image efficientnet deep-learning deep-neural-networks grad-cam grad-cam-visualization stattistical-significance computer-vision natural-versus-computer-generated
Language:Jupyter Notebook 4
miguelaltuve / ICHdetection
Intracerebral Hemorrhage Detection on Computed Tomography Images Using a Residual Neural Network
app app-designer biomedical-engineering computer-vision deep-learning grad-cam grad-cam-visualization intracerebral-hemorrhage machine-learning matlab neural-network resnet-18
Language:MATLAB 3
Lusanji / Explainable-car-brand-classification-
Using LIME and Grad-CAM techniques to explain the results achieved by various image transfer learning techniques
deep-learning image-classification transfer-learning grad-cam-visualization lime explainable-ai
Language:Jupyter Notebook 2
Safaa-p / Disease-classification-Plant-Village-dataset
Develop and train image classification models using advanced deep learning techniques to identify diseases specific to apples.
classification computer-vision deep-learning desease grad-cam grad-cam-visualization imagehash inceptionv3 mobilenet normalization resnet-50 roc-auc-curve roc-auc-score tensorflow tf-keras-vis
Language:Jupyter Notebook 2
behzadshomali / Grad_CAM_Pytorch
Have you ever asked yourself, which regions of the input image were considered more by the model? If so, Grad-CAM has exciting answers for you!
computer-vision explainable-ai grad-cam-visualization neural-network pytorch
Language:Python 1
coderjolly / chest-x-ray-classification
This study tries to compare the detection of lung diseases using xray scans from three different datasets using three different neural network architectures using Pytorch and perform an ablation study by changing learning rates. The dimensional understanding is visualised using t-SNE and Grad-CAM for visualisation of diseases in x-ray scans.
pytorch transfer-learning chest-xrays grad-cam-visualization python t-sne x-ray-classification ablation-study
Language:Jupyter Notebook 1
rae-t627 / KL-Severity-Grading-Focal-Loss-Optimization-Grad-CAM
KL severity grading using SE-ResNet and SE-DenseNet architectures trained with Cross Entropy loss and Focal Loss. The hyperparameters of focal loss have been fine-tuned as well. Further, Grad-CAM has been implemented for visualization purposes.
cross-entropy-loss densenet focal-loss grad-cam-visualization hyperparameter-optimization optuna resnet-18 squeeze-and-excitation
Language:Jupyter Notebook 1
anoopkdcs / GANvsGraphicsvsReal
Distinguishing Natural and Computer-Generated Images using Multi-Colorspace fused EfficientNet
classify-real-gan-images classify-real-graphics-image computer-graphics computer-vision deep-learning deep-neural-networks efficientnet gan grad-cam grad-cam-visualization natural-versus-computer-generated real-image
Language:Jupyter Notebook 0
GBitocchi / Pneumonia-Detection-Chest-X-Ray-Exams
Master's thesis - Austral University - Pneumonia detection on X-ray chest exams
aws cgp cnn deep-learning grad-cam-visualization pneumonia-detection python pytorch resnet-50 sagemaker x-ray-images
Language:Jupyter Notebook 0
IDU-CVLab / Images_Preprocessing
Prerocessing the images before classification as well as visualizations aiming at understanding how the final model performs classification
binarization grad-cam-visualization histogram image-processing segmentation
Language:Jupyter Notebook 0
MK-ek11 / Apply-XAI-on-ResNet50
Generate explanations for the ResNet50 classification using Grad-CAM and LIME (XAI Method)
grad-cam-visualization matplotlib neural-network numpy resnet50 tensorflow xai
Language:Jupyter Notebook 0
AhmadRK94 / Image-Classification-PyTorch
image classification using deep learning
deep-learning fastai image-classification mnist-dataset pytorch pytorch-lightning resnet-50 transfer-learning grad-cam grad-cam-visualization
Language:Jupyter Notebook
Neloy-Barman / Bengali-Fish-Recognizer
Collecting image data, cnn based classification models are trained and grad-cam is applied for the interpretation of the prediction
cnn computer-vision fastai grad-cam-visualization huggingface pytorch xai
Language:Jupyter Notebook
ZizZu94 / resnet-grad-cam
rad-Cam provides us with a way to look into what particular parts of the image influenced the whole model’s decision for a specifically assigned label. It is particularly useful in analyzing wrongly classified samples.
colab-notebook grad-cam-visualization python pytorch resnet-18
Language:Jupyter Notebook

grad-cam-visualization

ashutosh1919 / explainable-cnn

IbrahimSobh / see-inside-cnn

gaurav104 / WSS-CMER

PerXeptron / CAM-Localization

WaterKnight1998 / spegc-datathon

Arka-Bhowmik / mri_triage_normal

shantanu-ai / Explainability-with-LTH

baotramduong / Explainable-AI-Scene-Classification-and-GradCam-Visualization

haksorus / mobilenetv2-cars-classification

manjaryp / GANvsGraphicsvsReal

miguelaltuve / ICHdetection

Lusanji / Explainable-car-brand-classification-

Safaa-p / Disease-classification-Plant-Village-dataset

behzadshomali / Grad_CAM_Pytorch

coderjolly / chest-x-ray-classification

rae-t627 / KL-Severity-Grading-Focal-Loss-Optimization-Grad-CAM

anoopkdcs / GANvsGraphicsvsReal

GBitocchi / Pneumonia-Detection-Chest-X-Ray-Exams

IDU-CVLab / Images_Preprocessing

MK-ek11 / Apply-XAI-on-ResNet50

AhmadRK94 / Image-Classification-PyTorch

Neloy-Barman / Bengali-Fish-Recognizer

ZizZu94 / resnet-grad-cam