Resources


Database Open Federated

A Multi-Modal Satellite Imagery Dataset for Public Health Analysis in Colombia

Source: Physionet

We introduce a cost-effective public health analysis solution for low- and middle-income countries—the Multi-Modal Satellite Imagery Dataset in Colombia. By leveraging high-quality, spatiotemporally aligned satellite images and corresponding m…

satellite imagery multimodality

Published: Jan. 30, 2024. Version: 1.0.0 | DOI: 10.13026/xr5s-xe24


Database Open Federated

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

Source: Physionet

Physiological processes are affected and responsive to daily stimuli, and their daily monitoring can be key to understanding well-being and detecting diseases. Since most physiological data is acquired at rest, or in controlled scenarios, many decis…

run uncontrolled environments jump multimodal greet lift walk wearable gesticulate

Published: Nov. 13, 2023. Version: 1.0.0 | DOI: 10.13026/sg89-qq52


Database Restricted 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: Sept. 6, 2023. Version: 1.0.0 | DOI: 10.13026/s5z3-2766


Database Restricted Federated

MIMIC-Eye: Integrating MIMIC Datasets with REFLACX and Eye Gaze for Multimodal Deep Learning Applications

Source: Physionet

Deep learning technologies have been widely adopted in medical imaging due to their ability to extract features from images and make accurate diagnoses automatically. Medical imaging technologies are particularly useful because they can be trained t…

Published: March 23, 2023. Version: 1.0.0 | DOI: 10.13026/pc72-as03


Database Credentialed Federated

MS-CXR-T: Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing

Source: Physionet

MS-CXR-T is a multi-modal benchmark dataset for evaluating biomedical vision-language processing (VLP) models on two distinct temporal tasks in radiology: image classification and sentence similarity. The former comprises multi-image frontal chest X…

multimodal cxr vision-language processing radiology chest x-ray disease progression

Published: March 18, 2023. Version: 1.0.0 | DOI: 10.13026/pg10-j984


Database Restricted Federated

Multimodal Physiological Monitoring During Virtual Reality Piloting Tasks

Source: Physionet

This dataset includes multimodal physiologic, flight performance, and user interaction data streams, collected as participants performed virtual flight tasks of varying difficulty. In virtual reality, individuals flew an "Instrument Landing Sys…

Published: Aug. 25, 2022. Version: 1.0.0 | DOI: 10.13026/azwa-ge48


Software Credentialed Federated

Code for generating the HAIM multimodal dataset of MIMIC-IV clinical data and x-rays

Source: Physionet

A multimodal combination of the MIMIC-IV v1.0.0 and MIMIC Chest X-ray (MIMIC-CXR-JPG) v2.0.0 databases filtered to only include patients that have at least one chest X-ray performed with the goal of validating multi-modal predictive analytics in hea…

code database multimodality

Published: Aug. 23, 2022. Version: 1.0.1 | DOI: 10.13026/3f8d-qe93


Software Credentialed Federated

Code for generating the HAIM multimodal dataset of MIMIC-IV clinical data and x-rays

Source: Physionet

A multimodal combination of the MIMIC-IV v1.0.0 and MIMIC Chest X-ray (MIMIC-CXR-JPG) v2.0.0 databases filtered to only include patients that have at least one chest X-ray performed with the goal of validating multi-modal predictive analytics in hea…

multimodality database code

Published: Aug. 17, 2022. Version: 1.0.0 | DOI: 10.13026/e5hj-1229


Database Credentialed Federated

DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related Queries

Source: Physionet

Electronic Health Records (EHR) contain patient records, stored in structured tables as well as unstructured clinical notes. The information in structured and unstructured EHR records is not strictly disjoint: information may be duplicated, contradi…

question-answer qa

Published: April 12, 2022. Version: 1.0.0 | DOI: 10.13026/a849-cd06


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