Resources

36 results for "multimodal"

Database Open Access

Behavioral and autonomic dynamics during propofol-induced unconsciousness

Sandya Subramanian, Patrick Purdon, Riccardo Barbieri, et al.

During general anesthesia, both behavioral and autonomic changes are caused by the administration of anesthetics such as propofol. Propofol produces unconsciousness by creating highly structured oscillations in brain circuits. The anesthetic also ha…
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, et al.

In recent years, with the release of multiple large datasets, automatic interpretation of chest X-ray (CXR) images with deep learning models have become feasible for specific abnormalities or for generating preliminary reports. However, despite repo…
scene graph visual dialogue object detection semantic reasoning bounding box knowledge graph explainability reasoning relation extraction chest disease progression cxr chest x-ray radiology multimodal visual question answering deep learning machine learning
Published: July 13, 2021. Version: 1.0.0
Database Credentialed Access

Eye Gaze Data for Chest X-rays

Alexandros Karargyris, Satyananda Kashyap, Ismini Lourentzou, et al.

We created a rich multimodal dataset for the Chest X-Ray (CXR) domain. The data was 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…
convolutional network heatmap eye tracking explainability audio chest cxr chest x-ray radiology multimodal deep learning machine learning
Published: Sept. 12, 2020. Version: 1.0.0
Database Open Access

Cerebral Vasoregulation in Elderly with Stroke

This database contains multimodal data from a large study investigating the effects of ischemic stroke on cerebral vasoregulation. The cross sectional study compared 60 subjects who suffered strokes, to 60 control subjects, collecting the following …
stroke vasoregulation multiparameter
Published: Oct. 4, 2018. Version: 1.0.0 | Visualize waveforms
Database Credentialed Access

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

Seongsu Bae, Daeun Kyung, Jaehee Ryu, et al.

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…
question answering evaluation chest x-ray radiology multimodal visual question answering benchmark deep learning electronic health records machine learning
Published: July 19, 2024. Version: 1.0.0
Database Credentialed Access

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

Shruthi Bannur, Stephanie Hyland, Qianchu Liu, et al.

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…
disease progression cxr vision-language processing chest x-ray radiology multimodal
Published: March 17, 2023. Version: 1.0.0