Ventilator Associated Pneumonia

Ventilator-associated pneumonia (VAP) is a serious lung infection affecting patients requiring mechanical ventilation, posing significant mortality and healthcare resource burdens. Current research heavily emphasizes the development and application of machine learning models, particularly convolutional neural networks (CNNs) and other deep learning architectures like Vision Transformers, to improve early detection and risk prediction of VAP and other pneumonias, often using chest X-ray or CT scan images as input. These advancements aim to enhance diagnostic accuracy, potentially leading to earlier interventions and improved patient outcomes, particularly in resource-limited settings where expert radiologists may be scarce. The use of explainable AI (XAI) techniques is also gaining traction to increase the transparency and trustworthiness of these diagnostic tools.

Papers

November 10, 2024

A Hybrid Approach for COVID-19 Detection: Combining Wasserstein GAN with Transfer Learning
Sumera Rounaq, Shahid Munir Shah, Mahmoud Aljawarneh, Sarah Khan, Ghulam Muhammad
Transfer Learning Covid 19 COVID 19 Detection Hybrid Approach COVID 19 Case Wasserstein Gan Ventilator Associated Pneumonia Early Diagnosis

October 21, 2024

An Explainable Contrastive-based Dilated Convolutional Network with Transformer for Pediatric Pneumonia Detection
Chandravardhan Singh Raghaw, Parth Shirish Bhore, Mohammad Zia Ur Rehman, Nagendra Kumar
Transformer Based Deep Convolutional Neural Network Chest X Ray Chest Radiograph Ventilator Associated Pneumonia Pneumonia Diagnosis

September 4, 2024

A Medical Multimodal Large Language Model for Pediatric Pneumonia
Weiwei Tian, Xinyu Huang, Tianhao Cheng, Wen He, Jinwu Fang, Rui Feng, Daoying Geng, Xiaobo Zhang
Ventilator Associated Pneumonia

August 2, 2024

Enhanced Prediction of Ventilator-Associated Pneumonia in Patients with Traumatic Brain Injury Using Advanced Machine Learning Techniques
Negin Ashrafi, Armin Abdollahi, Maryam Pishgar
Patient Friendly Language Ventilator Associated Pneumonia Advanced Machine Learning Better Prediction Traumatic Brain Injury

June 21, 2024

FA-Net: A Fuzzy Attention-aided Deep Neural Network for Pneumonia Detection in Chest X-Rays
Ayush Roy, Anurag Bhattacharjee, Diego Oliva, Oscar Ramos-Soto, Francisco J. Alvarez-Padilla, Ram Sarkar
Chest X Ray Chest X Ray Image Attention Based Deep Ventilator Associated Pneumonia Pneumonia Detection

April 17, 2024

Explainable Lung Disease Classification from Chest X-Ray Images Utilizing Deep Learning and XAI
Tanzina Taher Ifty, Saleh Ahmed Shafin, Shoeb Mohammad Shahriar, Tashfia Towhid
Deep Learning xAI Community Chest X Ray Image Cross Validation Ventilator Associated Pneumonia K Fold Cross Validation Lung Disease

March 31, 2024

Pneumonia App: a mobile application for efficient pediatric pneumonia diagnosis using explainable convolutional neural networks (CNN)
Jiaming Deng, Zhenglin Chen, Minjiang Chen, Lulu Xu, Jiaqi Yang, Zhendong Luo, Peiwu Qin
Neural Network CNN Network Mobile Application Ventilator Associated Pneumonia Pneumonia Detection Pneumonia Diagnosis Lung Nodule Localization

November 15, 2023

A Comparative Analysis of Machine Learning Models for Early Detection of Hospital-Acquired Infections
Ethan Harvey, Junzi Dong, Erina Ghosh, Ali Samadani
Machine Learning Model Comparative Study Early Detection VAE Model Epidemic Forecasting Ventilator Associated Pneumonia

October 9, 2023

Advancing Diagnostic Precision: Leveraging Machine Learning Techniques for Accurate Detection of Covid-19, Pneumonia, and Tuberculosis in Chest X-Ray Images
Aditya Kulkarni, Guruprasad Parasnis, Harish Balasubramanian, Vansh Jain, Anmol Chokshi, Reena Sonkusare
Machine Learning Chest X Ray Medical Diagnosis Chest X Ray Image Accurate Detection Ventilator Associated Pneumonia Rapid Diagnosis

September 21, 2023

Identification of pneumonia on chest x-ray images through machine learning
Eduardo Augusto Roeder
Machine Learning Person Identification Chest X Ray Chest X Ray Image Chest Radiograph Ventilator Associated Pneumonia

September 5, 2023

Screening of Pneumonia and Urinary Tract Infection at Triage using TriNet
Stephen Z. Lu
Early Screening Ventilator Associated Pneumonia Patient Triage

August 20, 2023

Prediction of Pneumonia and COVID-19 Using Deep Neural Networks
M. S. Haque, M. S. Taluckder, S. B. Shawkat, M. A. Shahriyar, M. A. Sayed, C. Modak
Deep Neural Network Human Prediction Covid 19 Medical Image Analysis Chest X Ray Image Ventilator Associated Pneumonia Pneumonia Detection Pneumonia Diagnosis

May 5, 2023

Predicting COVID-19 and pneumonia complications from admission texts
Dmitriy Umerenkov, Oleg Cherkashin, Alexander Nesterov, Victor Gombolevskiy, Irina Demko, Alexander Yalunin, Vladimir Kokh
Neural Network Covid 19 Patient Data Long Span Risk Assessment Ventilator Associated Pneumonia Risk Score Undergraduate Admission Exam

April 20, 2023

Deep reproductive feature generation framework for the diagnosis of COVID-19 and viral pneumonia using chest X-ray images
Ceyhun Efe Kayan, Talha Enes Koksal, Arda Sevinc, Abdurrahman Gumus
Convolutional Neural Network Covid 19 Medical Diagnosis Chest X Ray Image Pre Trained Convolutional Neural Network Medical Image Data Ventilator Associated Pneumonia Pre Trained Feature Extractor Sperm Head

March 26, 2023

Deep transfer learning for detecting Covid-19, Pneumonia and Tuberculosis using CXR images -- A Review
Irad Mwendo, Kinyua Gikunda, Anthony Maina
Covid 19 Chest X Ray Deep Transfer Ventilator Associated Pneumonia Tuberculosis Treatment

March 18, 2023

Vision Transformer-based Model for Severity Quantification of Lung Pneumonia Using Chest X-ray Images
Bouthaina Slika, Fadi Dornaika, Hamid Merdji, Karim Hammoudi
Vision Transformer Covid 19 Chest X Ray Image Severity Classification Ventilator Associated Pneumonia Vision Transformer Model Frequency Severity Modeling

January 20, 2023

Pneumonia Detection in Chest X-Ray Images : Handling Class Imbalance
Wardah Ali, Eesha Qureshi, Omama Ahmed Farooqi, Rizwan Ahmed Khan
Generative Adversarial Network Class Imbalance Chest X Ray Image Ventilator Associated Pneumonia Pneumonia Detection ChestX Ray8 Dataset

December 30, 2022

A Comparison Study of Deep CNN Architecture in Detecting of Pneumonia
Al Mohidur Rahman Porag, Md. Mahedi Hasan, Dr. Md Taimur Ahad
Data Detection CNN Architecture Systematic Comparison SE SPP DenseNet Ventilator Associated Pneumonia

October 29, 2022

Interpretable CNN-Multilevel Attention Transformer for Rapid Recognition of Pneumonia from Chest X-Ray Images
Shengchao Chen, Sufen Ren, Guanjun Wang, Mengxing Huang, Chenyang Xue
Inherent Interpretability Chest X Ray Chest X Ray Image Ventilator Associated Pneumonia Pneumonia Detection

October 17, 2022

A Transfer Learning Based Approach for Classification of COVID-19 and Pneumonia in CT Scan Imaging
Gargi Desai, Nelly Elsayed, Zag Elsayed, Murat Ozer
Deep Learning Classification Code Covid 19 Computed Tomography Covid 19 Patient Ventilator Associated Pneumonia Transfer Learning Approach

Ventilator Associated Pneumonia

Papers

A Hybrid Approach for COVID-19 Detection: Combining Wasserstein GAN with Transfer Learning

An Explainable Contrastive-based Dilated Convolutional Network with Transformer for Pediatric Pneumonia Detection

A Medical Multimodal Large Language Model for Pediatric Pneumonia

Enhanced Prediction of Ventilator-Associated Pneumonia in Patients with Traumatic Brain Injury Using Advanced Machine Learning Techniques

FA-Net: A Fuzzy Attention-aided Deep Neural Network for Pneumonia Detection in Chest X-Rays

Explainable Lung Disease Classification from Chest X-Ray Images Utilizing Deep Learning and XAI

Pneumonia App: a mobile application for efficient pediatric pneumonia diagnosis using explainable convolutional neural networks (CNN)

A Comparative Analysis of Machine Learning Models for Early Detection of Hospital-Acquired Infections

Advancing Diagnostic Precision: Leveraging Machine Learning Techniques for Accurate Detection of Covid-19, Pneumonia, and Tuberculosis in Chest X-Ray Images

Identification of pneumonia on chest x-ray images through machine learning

Screening of Pneumonia and Urinary Tract Infection at Triage using TriNet

Prediction of Pneumonia and COVID-19 Using Deep Neural Networks

Predicting COVID-19 and pneumonia complications from admission texts

Deep reproductive feature generation framework for the diagnosis of COVID-19 and viral pneumonia using chest X-ray images

Deep transfer learning for detecting Covid-19, Pneumonia and Tuberculosis using CXR images -- A Review

Vision Transformer-based Model for Severity Quantification of Lung Pneumonia Using Chest X-ray Images

Pneumonia Detection in Chest X-Ray Images : Handling Class Imbalance

A Comparison Study of Deep CNN Architecture in Detecting of Pneumonia

Interpretable CNN-Multilevel Attention Transformer for Rapid Recognition of Pneumonia from Chest X-Ray Images

A Transfer Learning Based Approach for Classification of COVID-19 and Pneumonia in CT Scan Imaging