Article

Few-Shot Pneumonia Detection Using Siamese Networks and Transfer Learning on Chest X-Ray Images

2025-04-25

Abstract excerpt

<title>Abstract</title> <p>Pneumonia remains a leading cause of mortality among children under five years of age, accounting for approximately 1.6 million deaths annually. Early detection is critical for reducing child mortality; however, traditional diagnostic methods rely on trained personnel and medical resources, often scarce in low-resource settings. Machine learning has emerged as a promising approach to pn...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 5ab67ef9-289d-5938-9d02-e91eb92ba5cd
DOI: 10.21203/rs.3.rs-5514991/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Few-Shot Pneumonia Detection Using Siamese Networks and Transfer Learning on Chest X-Ray ImagesDOI 10.21203/rs.3.rs-5514991/v1Read

Ensemble Self Supervised and Meta Learning for Few Shot Pneumonia Detection from Chest RadiographsSemantic proximity Read

An Ensemble Learning Approach using Self-Supervised and Meta-Learning for Few-Shot Pneumonia Detection in Chest X-Ray ImagesSemantic proximity Read

One Shot Cluster Based Approach for the Detection of COVID-19 from Chest X-Ray ImagesSemantic proximity Read

System for Quantitative Diagnosis of COVID-19-Associated Pneumonia Based on Superpixels With Deep Learning and Chest CTSemantic proximity Read

DeepSeverity: Detection Different Stages of COVID-19 Disease with Combined Convolutional and Bayesian-BiLSTM ModelsSemantic proximity Read

Generalized Zero-Shot Chest X-Ray Diagnosis Through Trait-Guided Multi-View Semantic Embedding With Self-Training.Semantic proximity Read

Deep-learning convolutional neural networks with transfer learning accurately classify COVID19 lung infection on portable chest radiographsSemantic proximity Read

Classification of COVID-19 in chest X-ray images using DeTraC deep convolutional neural networkSemantic proximity Read

A Novel Deep Convolutional Network Based on Transfer Learning for lung Image Disease DiagnosisSemantic proximity Read

A Holistic Approach to Identification of Covid-19 Patients from Chest X-Ray Images utilizing Transfer Based LearningSemantic proximity Read

Explainable Hybrid ConvNeXt–Vision Transformer Model for Pneumonia Detection from Chest X-ray ImagesSemantic proximity Read

DeepCOVIDNet: COVID-19 Detection of Chest Image Using Deep Learning ModelSemantic proximity Read