Resources


Database Open Access

NInFEA: Non-Invasive Multimodal Foetal ECG-Doppler Dataset for Antenatal Cardiology Research

Danilo Pani, Eleonora Sulas, Monica Urru, Reza Sameni, Luigi Raffo, Roberto Tumbarello

Open dataset featuring non-invasive electrophysiological recordings, fetal pulsed-wave Doppler and maternal respiration signals. It provides a ground truth on the fetal heart activity when an invasive scalp lead is unavailable.

foetus pwd doppler foetal ecg maternal ecg pwd envelope non-invasive cardiology early pregnancy antenatal fecg ecg

Published: Nov. 12, 2020. Version: 1.0.0

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Database Credentialed Access

Chest ImaGenome Dataset

Joy Wu, Nkechinyere Agu, Ismini Lourentzou, Arjun Sharma, Joseph Paguio, Jasper Seth Yao, Edward Christopher Dee, William Mitchell, Satyananda Kashyap, Andrea Giovannini, Leo Anthony Celi, Tanveer Syeda-Mahmood, Mehdi Moradi

The Chest ImaGenome dataset is a scene graph dataset with additional chronological comparison relations for chest X-rays. It is automatically derived from the MIMIC-CXR dataset. A manually annotated gold standard is also available for 500 patients.

machine learning multimodal radiology chest x-ray scene graph visual question answering visual dialogue object detection deep learning disease progression semantic reasoning bounding box relation extraction knowledge graph cxr chest explainability reasoning

Published: July 13, 2021. Version: 1.0.0

Database Credentialed Access

Eye Gaze Data for Chest X-rays

Alexandros Karargyris, Satyananda Kashyap, Ismini Lourentzou, Joy Wu, Matthew Tong, Arjun Sharma, Shafiq Abedin, David Beymer, Vandana Mukherjee, Elizabeth Krupinski, Mehdi Moradi

This dataset was a collected using an eye tracking system while a radiologist interpreted and read 1,083 public CXR images. The dataset contains the following aligned modalities: image, transcribed report text, dictation audio and eye gaze data.

audio convolutional network eye tracking heatmap machine learning multimodal radiology chest x-ray deep learning cxr chest explainability

Published: Sept. 12, 2020. Version: 1.0.0

Challenge Open Access

Robust Detection of Heart Beats in Multimodal Data - The PhysioNet Computing in Cardiology Challenge 2014

This challenge aims to encourage the exploration of robust methods for locating heart beats in continuous long-term data from bedside monitors and similar devices that record not only ECG but usually other physiologic signals as well, including puls…

multiparameter challenge ecg

Published: Jan. 7, 2014. Version: 1.0.0

Database Open Access

Behavioral and autonomic dynamics during propofol-induced unconsciousness

Sandya Subramanian, Patrick Purdon, Riccardo Barbieri, Emery Brown

Multimodal point process indices for heart rate variability and electrodermal activity for 9 subjects who are undergoing a controlled propofol sedation experiment where the concentration was increased and then decreased in stages.

autonomic nervous system anesthesia electrodermal activity propofol heart rate variability

Published: July 30, 2021. Version: 1.0

Database Open Access

Cerebral Vasoregulation in Elderly with Stroke

Multimodal data from a large study investigating the effects of ischemic stroke on cerebral vasoregulation.

multiparameter stroke vasoregulation

Published: Oct. 4, 2018. Version: 1.0.0

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