class-activation-maps

There are 7 repositories under class-activation-maps topic.

jacobgil / pytorch-grad-cam
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
deep-learning pytorch grad-cam visualizations interpretability interpretable-ai interpretable-deep-learning score-cam class-activation-maps vision-transformers explainable-ai xai image-classification machine-learning object-detection computer-vision explainable-ml
Language:Python 10867
haofanwang / Score-CAM
Official implementation of Score-CAM in PyTorch
score-cam cam cnn-visualization-technique saliency cnn-visualization pytorch visual-explanations explainability class-activation-maps gradient-free heatmap scorecam grad-cam gradcam
Language:Python 410
flatironinstitute / DeepFRI
Deep functional residue identification
class-activation-maps deep-learning gene-ontology graph-convolutional-networks machine-learning protein-data-bank tensorflow
Language:Python 310
imatge-upc / retrieval-2017-cam
Class-Weighted Convolutional Features for Image Retrieval (BMVC 2017)
cam class-activation-maps convolutional-neural-networks deep-learning image-retrieval keras pytorch transfer-learning vgg16 visual-instance-search
Language:Python 224
conan7882 / CNN-Visualization
TensorFlow implementations of visualization of convolutional neural networks, such as Grad-Class Activation Mapping and guided back propagation
tensorfl deep-learning computer-vision visualization class-activation-maps grad-cam guided-backpropagation cnn
Language:Python 198
nickbiso / Keras-Class-Activation-Map
Class Activation Map using Keras
class-activation-maps cnn convolutional-neural-networks keras
Language:Jupyter Notebook 81
COVID-CXNet
armiro / COVID-CXNet
COVID-CXNet: Diagnosing COVID-19 in Frontal Chest X-ray Images using Deep Learning. Preprint available on arXiv: https://arxiv.org/abs/2006.13807
coronavirus-dataset convolutional-neural-networks disease-detection covid-19 deep-learning machine-learning tensorflow keras classification visualization heatmap class-activation-maps pneumonia-detection medical-image-processing chexnet grad-cam chest-xray covid-dataset
Language:Jupyter Notebook 64
penny4860 / Weakly-Supervised-Text-Detection
I implemented a detection algorithm with a classification data set that does not have annotation information for the bounding box. Based on resnet50 network, I implemented text detector using class activation mapping method.
class-activation-maps keras svhn
Language:Python 32
marvinbuss / ExplainableML-Vision
This repository introduces different Explainable AI approaches and demonstrates how they can be implemented with PyTorch and torchvision. Used approaches are Class Activation Mappings, LIMA and SHapley Additive exPlanations.
hymenoptera-dataset shap notebook explainable-ml explainable-ai explainable-deepneuralnetwork pytorch lime cam class-activation-maps machine-learning transfer-learning data-science
Language:Jupyter Notebook 30
hfawaz / miccai18
Evaluating surgical skills from kinematic data using convolutional neural networks
class-activation-maps cnn cnn-keras data-science deep-learning research-paper surgery surgical time-series-classification
Language:Jupyter Notebook 22
gaurav104 / WSS-CMER
Code for the paper : "Weakly supervised segmentation with cross-modality equivariant constraints", available at https://arxiv.org/pdf/2104.02488.pdf
weakly-supervised-learning weakly-supervised-segmentation class-activation-map class-activation-maps grad-cam grad-cam-visualization self-learning multi-modal-learning multi-modal-imaging transformation-equivariance deep-learning medical-imaging brats brats2019
Language:Python 20
alokwhitewolf / Class-Activation-Mappings
Visualizing where the Convolution Network is looking through CAM.
class-activation-maps convolutional-neural-networks deep-learning deep-neural-networks resnet resnet-50 visualization
Language:Python 19
lmk123568 / Paddle_Model_Analysis
【瑞士军刀般的工具】用最短的代码完成对模型的分析，包含 ImageNet Val、FLOPs、Params、Throuthput、CAM 等
paddlepaddle performance-analysis class-activation-maps throughput flops parameters imagenet-classifier
Language:Python 17
tony-mtz / CAM
VGG transfer learning and Class Activation Mapping
class-activation-maps csulb deep-learning pytorch transfer-learning vgg19
Language:Jupyter Notebook 14
vraul92 / Humerus-Bone-Fracture-Detection
A Deep Learning Humerus Bone Fracture Detection Model which classifies a broken humerus bone X-ray image from a normal X-ray image with no fracture using Back Propagation, Regularization, Convolutional Neural Networks (CNN), Auto-Encoders (AE) and Transfer Learning.
artificial-neural-networks class-activation-maps computer-vision convolutional-neural-networks deep-learning python transfer-learning-with-cnn
Language:Jupyter Notebook 12
xup6fup / MxNetR-Class-Activation-Mapping
This project propose a simple example to expose the implicit attention of Convolutional Neural Networks on the image.
r mxnet convolutional-neural-networks class-activation-maps weakly-supervised-learning network-visualization
Language:R 11
ychennay / attention-facial-recognition
Scripts that utilize class activation maps and self-attention layers within Keras models to classify faces from FEI Faces Dataset
data-science image-classification keras attention-mechanism class-activation-maps
Language:Jupyter Notebook 10
alinstein / X_RAY
Weakly supervised Classification and Localization of Chest X-ray images
disease-location chest-xray-images heatmap cnn gradcam class-activation-maps densenet gradcam-plus-plus nih-chest-x-ray chestxray14 chestxpert
Language:Python 9
lartpang / awesome-class-activation-map
An awesome list of papers and tools about the class activation map (CAM) technology.
awesome awesome-list awesome-readme cam class-activation-map class-activation-mapping class-activation-maps
8
neouyghur / SESS
Saliency Enhancing with Scaling and Sliding
heatmap cam grad-cam gradcam-visualization pytorch saliency class-activation-maps cnn-visualization-technique explainable-ai gradcam
Language:Jupyter Notebook 8
anirudhs123 / Music-Instrument-Classification
In this project we use a Lightweight-CNN based model to classify instruments from the Freesound audio data set. We make use of Mel-Spectrogram features from the input audio data as the input to the CNN model. To add robustness to the model, we use a novel data augmentation technique based on the Cut-Mix algorithm.
cnn cutmix-augmentation pruning mel-spectrogram hyperparameter-tuning class-activation-maps
Language:Jupyter Notebook 7
alok-ai-lab / DeepInsight3D_pkg
DeepInsight3D package to deal with multi-omics or multi-layered data
ai artificial-intelligence class-activation-maps classification cnn cnn-classification convolutional-neural-networks deep-learning deepfeature deepinsight gpu image machine-learning multiomics recognition tabular-data test training validation
Language:MATLAB 6
bmezaris / TAME
Code and data for our learning-based eXplainable AI (XAI) method TAME: M. Ntrougkas, N. Gkalelis, V. Mezaris, "TAME: Attention Mechanism Based Feature Fusion for Generating Explanation Maps of Convolutional Neural Networks", Proc. IEEE Int. Symposium on Multimedia (ISM), Naples, Italy, Dec. 2022.
artificial-intelligence attention average-drop class-activation-maps deep-learning explainability explainable-ai image-classification increase-in-confidence neural-network trainable-explanation-model xai
Language:Python 6
doguilmak / Classify-Trees-from-Satellite-Imagery
Satellite photographs taken by the Sentinel-2 were classified with pre-trained ResNet-50 and VGG16 models. In addition made CAM model.
class-activation-maps convolutional-neural-networks deep-learning image-classification remote-sensing resnet-50 satellite-imagery vgg16
Language:Jupyter Notebook 6
sbelharbi / interpretable-fer-aus
Guided Interpretable Facial Expression Recognition via Spatial Action Unit Cues
action-units class-activation-maps facial-action-coding-system facial-expression-recognition interpretability pytorch pytorch-implementation weakly-supervised-object-localization
Language:Python 6
kenanEkici / multilabel-class-pascalvoc
Building a multi-label classifier from scratch and using transfer learning for the PASCAL VOC image dataset.
cam class-activation-maps classifier dataset deep-learning explainable-ai keras machine-learning multi-label-classifier pascal-voc perturbations python transfer-learning
Language:Jupyter Notebook 5
CNN-Predictor-for-Malaria_Cells-LIME-CAM
mdhabibi / CNN-Predictor-for-Malaria_Cells-LIME-CAM
Enhanced CNN model for malaria cell classification, featuring Class Activation Mapping (CAM) as a non-agnstic technique for anomaly localization and LIME (Local Interpretable-agnostic Explanation) for interpretability, ensuring high accuracy and transparent AI diagnostics.
convolutional-neural-networks deep-learning keras-tensorflow tuning-parameters cv2 binary-classification class-activation-maps explainable-ai interpretable-machine-learning lime agnostic deeplift non-agnostic
Language:Jupyter Notebook 5
yiping-wang / c2am
Causal Class Activation Map
class-activation-maps weakly-supervised-segmentation
Language:Jupyter Notebook 5
OValery16 / CNN-localization-
Tutorial to show how to extract object localization
class-activation-maps cnn cnn-localization global-average-pooling
Language:Jupyter Notebook 4
satyamahesh84 / SIDU_XAI_CODE
Similarity Differences and Uniqueness Explainable AI method
explainable-ai explainable-artificial-intelligence classification cnn saliency visual-explanations class-activation-maps gradient-free heatmap deep-learning
Language:Python 4
saadhaxxan / Visualizing-Class-Activation-Maps-for-CNN
Visualizing Class Activation Maps for Convolutional Neural Networks
convolutional-neural-networks visualization resnet-50 class-activation-maps weights matrices transfer-learning
Language:Jupyter Notebook 3
vd-kuznetsov / CaUS_Visibility_Artifacts
Repository for the paper "Neural Networks for Classification and Unsupervised Segmentation of Visibility Artifacts on Monocular Camera Image"
deep-learning computer-vision image-classification unsupervised-segmentation class-activation-maps neural-networks visibility-artifact
Language:Jupyter Notebook 3
yubin1219 / Semantic-Seg-KD
Lightweight Neural Network for Semantic Segmentation using Knowledge Distillation (Accepted by AICAS 2022)
knowledge-distillation semantic-segmentation distillation segmentation class-activation-maps
Language:Python 3
yurayli / nn-visualization
saliency map, adversarial image, (gradient) class activation map
adversarial-example cam class-activation-maps grad-cam pytorch saliency-map
Language:Jupyter Notebook 3
matheushent / score-cam
Repository containing code to run Score-CAM algorithm available on https://arxiv.org/pdf/1910.01279v1.pdf.
class-activation-maps cnn computer-vision convolutional-neural-networks deep-learning gradient-free keras machine-learning-algorithms neural-networks python3 score-cam tensorflow tensorflow2
Language:Jupyter Notebook 2
boniolp / whichdevice
DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electrical Consumption Time Series
appliance appliance-detection class-activation-maps classification electricity-consumption python streamlit time-series time-series-analysis time-series-classification
Language:Python 1

class-activation-maps

jacobgil / pytorch-grad-cam

haofanwang / Score-CAM

flatironinstitute / DeepFRI

imatge-upc / retrieval-2017-cam

conan7882 / CNN-Visualization

nickbiso / Keras-Class-Activation-Map

armiro / COVID-CXNet

penny4860 / Weakly-Supervised-Text-Detection

marvinbuss / ExplainableML-Vision

hfawaz / miccai18

gaurav104 / WSS-CMER

alokwhitewolf / Class-Activation-Mappings

lmk123568 / Paddle_Model_Analysis

tony-mtz / CAM

vraul92 / Humerus-Bone-Fracture-Detection

xup6fup / MxNetR-Class-Activation-Mapping

ychennay / attention-facial-recognition

alinstein / X_RAY

lartpang / awesome-class-activation-map

neouyghur / SESS

anirudhs123 / Music-Instrument-Classification

alok-ai-lab / DeepInsight3D_pkg

bmezaris / TAME

doguilmak / Classify-Trees-from-Satellite-Imagery

sbelharbi / interpretable-fer-aus

kenanEkici / multilabel-class-pascalvoc

mdhabibi / CNN-Predictor-for-Malaria_Cells-LIME-CAM

yiping-wang / c2am

OValery16 / CNN-localization-

satyamahesh84 / SIDU_XAI_CODE

saadhaxxan / Visualizing-Class-Activation-Maps-for-CNN

vd-kuznetsov / CaUS_Visibility_Artifacts

yubin1219 / Semantic-Seg-KD

yurayli / nn-visualization

matheushent / score-cam

boniolp / whichdevice