Pneumonia Detection
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Benchmarks
Most implemented
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
Making the Most of Text Semantics to Improve Biomedical Vision--Language Processing
Exploration of Interpretability Techniques for Deep COVID-19 Classification using Chest X-ray Images
Papers
Domain Incremental Learning for Pandemic-Resilient Chest X-Ray Analysis
Deep learning models achieved high accuracy in pneumonia detection from chest X-rays. However, their generalization across clinical domains remains limited due to variations in imaging devices, acquisition protocols, and…
Incremental LearningPneumonia DetectionContinual LearningCBAM-Enhanced DenseNet121 for Multi-Class Chest X-Ray Classification with Grad-CAM Explainability
Pneumonia remains a leading cause of childhood mortality worldwide, with a heavy burden in low-resource settings such as Bangladesh where radiologist availability is limited. Most existing deep learning approaches treat …
Pneumonia DetectionDeep Learning CNN for Pneumonia Detection: Advancing Digital Health in Society 5.0
Pneumonia is a serious global health problem, contributing to high morbidity and mortality, especially in areas with limited diagnostic tools and healthcare resources. This study develops a Convolutional Neural Network (…
Pneumonia DetectionData AugmentationExplainable Deep Learning for Pediatric Pneumonia Detection in Chest X-Ray Images
Background: Pneumonia remains a leading cause of morbidity and mortality among children worldwide, emphasizing the need for accurate and efficient diagnostic support tools. Deep learning has shown strong potential in med…
Pneumonia DetectionData AugmentationMedGemma vs GPT-4: Open-Source and Proprietary Zero-shot Medical Disease Classification from Images
Multimodal Large Language Models (LLMs) introduce an emerging paradigm for medical imaging by interpreting scans through the lens of extensive clinical knowledge, offering a transformative approach to disease classificat…
Pneumonia DetectionClinical KnowledgePediatric Pneumonia Detection from Chest X-Rays:A Comparative Study of Transfer Learning and Custom CNNs
Pneumonia is a leading cause of mortality in children under five, with over 700,000 deaths annually. Accurate diagnosis from chest X-rays is limited by radiologist availability and variability. Objective: This study comp…
Pneumonia DetectionTransfer Learning