Resources


Database Open Federated

A multi-camera and multimodal dataset for posture and gait analysis

Source: Physionet

Gait and posture analysis while using assisting robotic devices is of utmost importance to attain effective assistance. This work provides a multi-camera, multimodal, and detailed dataset for vision-based applications using a wheeled robotic walker …

rehabilitation inertial motion capture deep learning smart walker human pose estimation computer vision gait and posture analysis depth

Published: Nov. 1, 2021. Version: 1.0.0 | DOI: 10.13026/fyxw-n385


Database Credentialed Federated

NCH Sleep DataBank: A Large Collection of Real-world Pediatric Sleep Studies with Longitudinal Clinical Data

Source: Physionet

In order to accelerate research on pediatric sleep and its connection to health, Nationwide Children's Hospital (NCH) and Carnegie Mellon University (CMU) introduce the NCH Sleep DataBank. This dataset has 3,984 pediatric sleep studies on 3,673 …

polysomnography electronic health records pediatrics eeg sleep disorders ehr ecg clinical decision support sleep study

Published: Oct. 27, 2021. Version: 3.1.0 | DOI: 10.13026/p2rp-sg37


Software Open Federated

Waveform Database Software Package (WFDB) for Python

Source: Physionet

Physiological waveforms - such as electrocardiograms (ECG), electroencephalograms (EEG), electromyograms (EMG) - are generated during the course of routine care. These signals contain information that can be used to understand underlying conditions …

wfdb waveform python

Published: Oct. 4, 2021. Version: 3.4.1 | DOI: 10.13026/egpf-2788


Database Open Federated

Haaglanden Medisch Centrum sleep staging database

Source: Physionet

A collection of 154 whole-night polysomnographic (PSG) sleep recordings (88 Male, 66 Female, mean Age of 53.8 ± 15.4) collected during 2018 at the Haaglanden Medisch Centrum (HMC, The Netherlands) sleep center. Patient recordings were randoml…

sleep staging psg inter-database generalization edf deep learning

Published: Sept. 27, 2021. Version: 1.0.1 | DOI: 10.13026/7egw-0p30


Database Restricted Federated

REFLACX: Reports and eye-tracking data for localization of abnormalities in chest x-rays

Source: Physionet

Labels localizing anomalies are rare in current chest x-rays datasets. We collected a dataset, using a method that can potentially be scaled up, to be a proof-of-concept for collecting implicit localization data through an eye-tracker. This dataset,…

radiology report computer vision reflacx fixations chest x-rays radiology gaze machine learning eye tracking deep learning

Published: Sept. 27, 2021. Version: 1.0.0 | DOI: 10.13026/e0dj-8498


Database Credentialed Federated

FFA-IR: Towards an Explainable and Reliable Medical Report Generation Benchmark

Source: Physionet

Automatic medical report generation (MRG) towards describing life-threatening lesions from given medical images, such as Chest X-ray and Fundus Fluorescein Angiography (FFA), has been a long-standing research topic in machine learning and automatic …

fundus fluorescein angiography explainable and reliable evaluation vision and language medical report generation

Published: Sept. 22, 2021. Version: 1.0.0 | DOI: 10.13026/ccbh-z832


Database Open Federated

Wide-field calcium imaging sleep state database

Source: Physionet

A collection of wide-field calcium imaging (WFCI) sleep and wake recordings collected from transgenic mice expressing GCaMP6f in excitatory neurons. Each mouse underwent a three-hour undisturbed WFCI recording session where wake, NREM and REM sleep …

machine learning wide-field calcium imaging sleep sleep state classification sleep staging

Published: Sept. 20, 2021. Version: 1.0.0 | DOI: 10.13026/jzqa-j937


Database Credentialed Federated

NCH Sleep DataBank: A Large Collection of Real-world Pediatric Sleep Studies with Longitudinal Clinical Data

Source: Physionet

In order to accelerate research on pediatric sleep and its connection to health, Nationwide Children's Hospital (NCH) and Carnegie Mellon University (CMU) introduce the NCH Sleep DataBank. This dataset has 3,984 pediatric sleep studies on 3,673 …

electronic health records polysomnography ecg sleep disorders pediatrics sleep study eeg clinical decision support ehr

Published: Sept. 13, 2021. Version: 3.0.0 | DOI: 10.13026/ema4-bv32


Database Credentialed Federated

Critical care database comprising patients with infection at Zigong Fourth People's Hospital

Source: Physionet

Patients treated in the intensive care unit (ICU) are closely monitored and receive intensive treatment. Such aggressive monitoring and treatment will generate high-granularity data from both electronic healthcare records and nursing chart. These da…

Published: Sept. 9, 2021. Version: 1.0 | DOI: 10.13026/gz5h-e561


Database Restricted Federated

NCH Sleep DataBank: A Large Collection of Real-world Pediatric Sleep Studies with Longitudinal Clinical Data

Source: Physionet

In order to accelerate research on pediatric sleep and its connection to health, Nationwide Children's Hospital (NCH) and Carnegie Mellon University (CMU) introduce the NCH Sleep DataBank. This dataset has 3,984 pediatric sleep studies on 3,673 …

polysomnography eeg sleep study ecg ehr pediatrics sleep disorders electronic health records clinical decision support

Published: Sept. 9, 2021. Version: 2.0.0 | DOI: 10.13026/pnkb-9r03