Resources


Database Open Access

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

Sebastian A Cajas, David Restrepo, Dana Moukheiber, Kuan Ting Kuo, Chenwei Wu, David Santiago Garcia Chicangana, Atika Rahman Paddo, Mira Moukheiber, Lama Moukheiber, Sulaiman Moukheiber, Saptarshi Purkayastha, Diego M Lopez, Po-Chih Kuo, Leo Anthony Celi

Multi-Modal Satellite imagery Dataset in Colombia: A public health analysis with spatiotemporally aligned satellite images and its corresponding metadata across 81 municipalities (2016-2018), facilitating multimodal AI applications.

multimodality satellite imagery

Published: Jan. 30, 2024. Version: 1.0.0

Database Open Access

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

Sebastian A Cajas, David Restrepo, Dana Moukheiber, Kuan Ting Kuo, Chenwei Wu, David Santiago Garcia Chicangana, Atika Rahman Paddo, Mira Moukheiber, Lama Moukheiber, Sulaiman Moukheiber, Saptarshi Purkayastha, Diego M Lopez, Po-Chih Kuo, Leo Anthony Celi

Multi-Modal Satellite imagery Dataset in Colombia: A public health analysis with spatiotemporally aligned satellite images and its corresponding metadata across 81 municipalities (2016-2018), facilitating multimodal AI applications.

multimodality satellite imagery

Published: Jan. 30, 2024. Version: 1.0.0

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.

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

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

Published: Sept. 12, 2020. Version: 1.0.0

Database Credentialed Access

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

Jayetri Bardhan, Anthony Colas, Kirk Roberts, Daisy Zhe Wang

DrugEHRQA is a QA dataset containing question-answers from MIMIC-III tables and discharge summaries.

question-answer qa

Published: April 12, 2022. 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 propofol heart rate variability electrodermal activity

Published: July 30, 2021. Version: 1.0

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.

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

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

Published: Sept. 12, 2020. Version: 1.0.0

Database Open Access

Cerebral Vasoregulation in Elderly with Stroke

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

stroke vasoregulation multiparameter

Published: Oct. 4, 2018. Version: 1.0.0

Visualize waveforms

Database Credentialed Access

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

Shruthi Bannur, Stephanie Hyland, Qianchu Liu, Fernando Pérez-García, Max Ilse, Daniel Coelho de Castro, Benedikt Boecking, Harshita Sharma, Kenza Bouzid, Anton Schwaighofer, Maria Teodora Wetscherek, Hannah Richardson, Tristan Naumann, Javier Alvarez Valle, Ozan Oktay

The MS-CXR-T is a multimodal benchmark that enhances the MIMIC-CXR v2 dataset by including expert-verified annotations. Its goal is to evaluate biomedical visual-language processing models in terms of temporal semantics extracted from image and text.

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

Published: March 17, 2023. Version: 1.0.0