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.
class-activation-maps computer-vision deep-learning explainable-ai explainable-ml grad-cam image-classification interpretability interpretable-ai interpretable-deep-learning machine-learning object-detection pytorch score-cam vision-transformers visualizations xai
Language:Python 9510
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 384
flatironinstitute / DeepFRI
Deep functional residue identification
deep-learning machine-learning gene-ontology graph-convolutional-networks protein-data-bank class-activation-maps tensorflow
Language:Python 278
imatge-upc / retrieval-2017-cam
Class-Weighted Convolutional Features for Image Retrieval (BMVC 2017)
image-retrieval class-activation-maps deep-learning convolutional-neural-networks visual-instance-search transfer-learning keras vgg16 cam pytorch
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 196
nickbiso / Keras-Class-Activation-Map
Class Activation Map using Keras
keras class-activation-maps convolutional-neural-networks cnn
Language:Jupyter Notebook 82
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 60
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.
keras class-activation-maps 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.
cam class-activation-maps data-science explainable-ai explainable-deepneuralnetwork explainable-ml hymenoptera-dataset lime machine-learning notebook pytorch shap transfer-learning
Language:Jupyter Notebook 26
hfawaz / miccai18
Evaluating surgical skills from kinematic data using convolutional neural networks
surgical deep-learning cnn cnn-keras class-activation-maps research-paper surgery data-science time-series-classification
Language:Jupyter Notebook 21
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 pytorch vgg19 transfer-learning deep-learning csulb
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.
computer-vision deep-learning artificial-neural-networks convolutional-neural-networks class-activation-maps transfer-learning-with-cnn python
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 11
alinstein / X_RAY
Weakly supervised Classification and Localization of Chest X-ray images
chest-xray-images chestxpert chestxray14 class-activation-maps cnn densenet disease-location gradcam gradcam-plus-plus heatmap nih-chest-x-ray
Language:Python 9
neouyghur / SESS
Saliency Enhancing with Scaling and Sliding
cam class-activation-maps cnn-visualization-technique explainable-ai grad-cam gradcam gradcam-visualization heatmap pytorch saliency
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 class-activation-maps deep-learning explainability explainable-ai image-classification neural-network xai average-drop increase-in-confidence trainable-explanation-model
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.
resnet-50 satellite-imagery vgg16 deep-learning remote-sensing class-activation-maps convolutional-neural-networks image-classification
Language:Jupyter Notebook 5
kenanEkici / multilabel-class-pascalvoc
Building a multi-label classifier from scratch and using transfer learning for the PASCAL VOC image dataset.
transfer-learning multi-label-classifier classifier perturbations dataset pascal-voc keras explainable-ai machine-learning deep-learning class-activation-maps cam python
Language:Jupyter Notebook 5
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
4
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 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
sbelharbi / interpretable-fer-aus
Guided Interpretable Facial Expression Recognition via Spatial Action Unit Cues
class-activation-maps facial-expression-recognition interpretability pytorch pytorch-implementation weakly-supervised-object-localization action-units facial-action-coding-system
Language:Python 4
yiping-wang / c2am
Causal Class Activation Map
class-activation-maps weakly-supervised-segmentation
Language:Jupyter Notebook 4
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.
class-activation-maps cnn cutmix-augmentation hyperparameter-tuning mel-spectrogram pruning
Language:Jupyter Notebook 3
OValery16 / CNN-localization-
Tutorial to show how to extract object localization
cnn cnn-localization class-activation-maps global-average-pooling
Language:Jupyter Notebook 3
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
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
saliency-map adversarial-example class-activation-maps grad-cam cam pytorch
Language:Jupyter Notebook 3
matheushent / score-cam
Repository containing code to run Score-CAM algorithm available on https://arxiv.org/pdf/1910.01279v1.pdf.
cnn keras tensorflow score-cam python3 machine-learning-algorithms deep-learning tensorflow2 computer-vision neural-networks class-activation-maps gradient-free convolutional-neural-networks
Language:Jupyter Notebook 2
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 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

neouyghur / SESS

alok-ai-lab / DeepInsight3D_pkg

bmezaris / TAME

doguilmak / Classify-Trees-from-Satellite-Imagery

kenanEkici / multilabel-class-pascalvoc

lartpang / awesome-class-activation-map

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

satyamahesh84 / SIDU_XAI_CODE

sbelharbi / interpretable-fer-aus

yiping-wang / c2am

anirudhs123 / Music-Instrument-Classification

OValery16 / CNN-localization-

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

yubin1219 / Semantic-Seg-KD

yurayli / nn-visualization

matheushent / score-cam

vd-kuznetsov / CaUS_Visibility_Artifacts

boniolp / whichdevice