publications, repositories, legislation and other info

References

Documentation of X-COV Project.

PUBLICATIONS: DL+CXR+COVID19

• COVID-19 Screening on Chest X-ray Images Using Deep Learning based Anomaly Detection
• Covid-19: Automatic detection from X-Ray images utilizing Transfer Learning with Convolutional Neural Networks (con transfer learning)
• COVIDX-Net: A Framework of Deep Learning Classifiers to Diagnose COVID-19 in X-Ray Images
• COVID-Net: A Tailored Deep Convolutional Neural Network Design for Detection of COVID-19 Cases from Chest Radiography Images
• Automatic Detection of Coronavirus Disease (COVID-19) Using X-ray Images and Deep Convolutional Neural Networks

BLOGS AND OTHER ARTICLES

• Limitations de DL+CXR+COVID19
• Estimating Uncertainty and Interpretability in Deep Learning for Coronavirus (COVID-19) Detection
• Mapping the Landscape of Artificial Intelligence Applications against COVID-19
• Updated list of Coronavirus (Covid-19) dataset, and other Research Resources

NEURAL NETS: DL+CXR+COVID19

• SERAM
• COVID-NET
• CAD4COVID
• Project Alicante

CHEST X-RAY IMAGE DATABASES

• First available database (extracted from publications)
• Kaggle
• SERAM
• BSTI
• BSTI (Library)
• Comunidad Valenciana (As of now only with pneumonia cases, non-covid-19)
• Stanford X-Ray Database (11GB low resolution / 460Gb normal resolution)
• Open database created by Fisabio with chest X-ray images belonging to the Image Bank of the Comunidad Valenciana (BIMCV)
• X-rays – DICOM Format – Cancer Patients
• Radiographs – DICOM – Healthy Patients vs. Pneumonia

COVID-19 PROJECTS

• Stanford AIMI Center
• RSNA Journals

MEDICAL INFORMATION

• Spanish Radiological Society Report
• Spanish Ministry of Health – Hospital Management (March 23, 2020)
• CheXNet: Neural network of XR with output probability and heatmap location
• AI-Driven Tools for Coronavirus Outbreak: Need of Active Learning and Cross-Population Train/Test Models on Multitudinal/Multimodal Data

OTHER PUBLICATIONS OF INTEREST

• CheXNet: Radiologist Level Pneumonia Detection on Chest X-Rays with Deep Learning
• Developing an App to interpret Chest X-rays to support the diagnosis of respiratory pathology with Artificial Intelligence
• Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

LEGISLATION INFORMATION

• Guideline EU 03/2020
• Guideline EU 04/2020
• Regulación (UE) 2016/679 Protección de datos
• Ley Orgánica Protección de Datos
• Informe COVID-19 de la AEPD
• Tratamientos que incorporan Inteligencia Artificial RGPD
• Internet privacy policy

SECURITY AND DATA

• AEPD-Guía práctica para el análisis de riesgos en el procesamiento de datos personales sujetos al RGPD
• AEPD-Guía para la gestión y notificación de brechas de seguridad
• AEPD-Código protección de datos proyectos de Big Data
• AEPD-Guía evaluaciones de impacto RGPD
• AEPD-Orientaciones procedimientos anonimización de datos
• AEPD-Privacidad y seguridad en internet
• AEPD-Informe políticas de privacidad en Internet- Adaptación RGPD
• AEPD-Informe Covid-19
• AEPD-Tratamiento de datos
• AEPD-Tratamiento de datos
• AEPD- El deber de informar y otras medidas de responsabilidad proactiva
• AEPD-Guía para pacientes y usuarios de la sanidad