Resources


Database Credentialed Federated

Symile-MIMIC: a multimodal clinical dataset of chest X-rays, electrocardiograms, and blood labs from MIMIC-IV

Source: Physionet

Symile-MIMIC is a multimodal clinical dataset derived from MIMIC-IV and MIMIC-CXR, consisting of chest X-rays (CXRs), electrocardiograms (ECGs), and blood laboratory tests. It was developed to evaluate Symile, a contrastive learning objective design…

contrastive learning model cxr multimodal chest x-ray mimic ecg electrocardiogram database

Published: Jan. 28, 2025. Version: 1.0.0 | DOI: 10.13026/3vvj-s428


Database Open Federated

CGMacros: a scientific dataset for personalized nutrition and diet monitoring

Source: Physionet

We present CGMacros, a dataset containing multimodal information from two continuous glucose monitors (CGM), food macronutrients, food photographs, and physical activity, in addition to anonymized participant demographics, anthropometric measurement…

diabetes continuous glucose monitors obesity machine learning postprandial glucose response food macronutrients metabolic models food photographs personalized nutrition

Published: Jan. 28, 2025. Version: 1.0.0 | DOI: 10.13026/3z8q-x658


Database Credentialed Federated

LLaVA-Rad MIMIC-CXR Annotations

Source: Physionet

LLaVA-Rad MIMIC-CXR features more accurate section extractions from MIMIC-CXR free-text radiology reports. Traditionally, rule-based methods were used to extract sections such as the reason for exam, findings, and impression. However, these approach…

Published: Jan. 24, 2025. Version: 1.0.0 | DOI: 10.13026/4ma4-k740


Database Contributor Review Federated

COVID Data for Shared Learning (CDSL): A comprehensive, multimodal COVID-19 dataset from HM Hospitales

Source: Physionet

COVID Data for Shared Learning (CDSL) is a multimodal database comprising de-identified medical data from 4,479 patients who were hospitalized with confirmed or suspected COVID-19 in the Spanish 'HM Hospitales' group from 2019-12-26 to 2021-…

multimodal database covid-19 radiological images open data healthcare data machine learning and ai

Published: Oct. 25, 2024. Version: 1.0.0 | DOI: 10.13026/1176-6c44


Database Contributor Review Federated

A multimodal dental dataset facilitating machine learning research and clinic services

Source: Physionet

Oral diseases affect nearly 3.5 billion people, with the majority residing in low- and middle-income countries. Due to limited healthcare resources, many individuals are unable to access proper oral healthcare services. Image-based machine learning …

Published: Oct. 11, 2024. Version: 1.1.0 | DOI: 10.13026/h1tt-fc69


Database Credentialed Federated

MIMIC-IV-Ext-MDS-ED: Multimodal Decision Support in the Emergency Department - a Benchmark Dataset for Diagnoses and Deterioration Prediction in Emergency Medicine

Source: Physionet

Measurable progress in the development of medical decision support systems has been hindered by a lack of comprehensive datasets. Many available datasets focus on narrow prediction tasks and do not include a diverse range of data types, which limits…

multimodal emergency department benchmark diagnoses prediction ecg deterioration prediction

Published: Sept. 12, 2024. Version: 1.0.0 | DOI: 10.13026/p90d-vd84


Database Open Federated

Image-derived cardiomegaly biomarker values for 96K chest X-rays in MIMIC-CXR/MIMIC-CXR-JPG

Source: Physionet

Cardiomegaly is a condition characterized by an abnormal enlargement of the heart, its identification is of paramount importance as it associate with a wide range of cardiac conditions. It is primary identified via the cardiothoracic ratio (CTR), ho…

cpar biomarkers ctr mimic-cxr cardiomegaly

Published: Aug. 23, 2024. Version: 1.0.0 | DOI: 10.13026/kfpv-zm25


Database Restricted Federated

Multimodal Physiological Indices During Surgery Under Anesthesia

Source: Physionet

Monitoring nociception, the flow of information associated with harmful stimuli through the nervous system even during unconsciousness, is critical for proper anesthesia care during surgery. Currently, this is done by tracking heart rate and blood p…

nociception anesthesia

Published: Aug. 23, 2024. Version: 1.0 | DOI: 10.13026/gs4v-4q80


Database Credentialed Federated

MIMIC-Ext-MIMIC-CXR-VQA: A Complex, Diverse, And Large-Scale Visual Question Answering Dataset for Chest X-ray Images

Source: Physionet

We introduce MIMIC-Ext-MIMIC-CXR-VQA (i.e., Extended from MIMIC database), a complex, diverse, and large-scale dataset designed for Visual Question Answering (VQA) tasks within the medical domain, focusing primarily on chest radiographs. This datase…

multimodal question answering radiology machine learning deep learning electronic health records evaluation benchmark chest x-ray visual question answering

Published: July 19, 2024. Version: 1.0.0 | DOI: 10.13026/deqx-d943


Database Open Federated

ScientISST MOVE: Annotated Wearable Multimodal Biosignals recorded during Everyday Life Activities in Naturalistic Environments

Source: Physionet

Existing datasets containing physiological data are mostly acquired at rest or in controlled scenarios. As a result, algorithms developed using such data may not perform as well as with biosignals acquired in dynamic and uncontrolled environments. S…

greet wearable multimodal lift uncontrolled environments run jump gesticulate walk

Published: March 26, 2024. Version: 1.0.1 | DOI: 10.13026/hyxq-r919