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Pneumonia Detection

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 63 papers

TitleStatusHype
From Competition to Collaboration: Making Toy Datasets on Kaggle Clinically Useful for Chest X-Ray Diagnosis Using Federated Learning—0
Generalizability of Machine Learning Models: Quantitative Evaluation of Three Methodological Pitfalls—0
How Low Can You Go? Surfacing Prototypical In-Distribution Samples for Unsupervised Anomaly Detection—0
How Transferable Are Self-supervised Features in Medical Image Classification Tasks?—0
Improving Pediatric Pneumonia Diagnosis with Adult Chest X-ray Images Utilizing Contrastive Learning and Embedding Similarity—0
Lightweight Weighted Average Ensemble Model for Pneumonia Detection in Chest X-Ray Images—0
Novel Pooling-based VGG-Lite for Pneumonia and Covid-19 Detection from Imbalanced Chest X-Ray Datasets—0
Pneumonia Detection in Chest Radiographs—0
Pneumonia Detection in Chest X-Ray Images : Handling Class Imbalance—0
Pneumonia Detection in Chest X-Rays using Neural Networks—0
Pneumonia Detection on chest X-ray images Using Ensemble of Deep Convolutional Neural Networks—0
Pneumonia Detection on Chest X-ray using Radiomic Features and Contrastive Learning—0
Prediction of Pneumonia and COVID-19 Using Deep Neural Networks—0
Reducing Labelled Data Requirement for Pneumonia Segmentation using Image Augmentations—0
Revolutionizing Disease Diagnosis: A Microservices-Based Architecture for Privacy-Preserving and Efficient IoT Data Analytics Using Federated Learning—0
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model—0
Transfer Learning with Deep Convolutional Neural Network (CNN) for Pneumonia Detection using Chest X-ray—0
An Approach to Intelligent Pneumonia Detection and Integration—0
An ensemble-based approach by fine-tuning the deep transfer learning models to classify pneumonia from chest X-ray images—0
An Explainable Contrastive-based Dilated Convolutional Network with Transformer for Pediatric Pneumonia Detection—0
Annotating Clinical Events in Text Snippets for Phenotype Detection—0
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction—0
A novel method to enhance pneumonia detection via a model-level ensembling of CNN and vision transformer—0
A Radiomics-Boosted Deep-Learning Model for COVID-19 and Non-COVID-19 Pneumonia Classification Using Chest X-ray Image—0
A systematic review: Deep learning-based methods for pneumonia region detection—0
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All datasetsChestX-ray14Chest X-ray imagesCOVID-19 CXR Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1NSGANetV1-A3AUROC0.85—Unverified
2NSGANetV1-XAUROC0.85—Unverified
3CheXNetAUROC0.84—Unverified
4MUXNet-mAUROC0.84—Unverified
5AE-CNNAUROC0.82—Unverified
#ModelMetricClaimedVerifiedStatus
1SelfsynthxAccuracy98.72—Unverified
2DINO-CXRAccuracy95.65—Unverified
3MSTPAccuracy92.79—Unverified
#ModelMetricClaimedVerifiedStatus
1COVID-CXNetF-Score0.85—Unverified