Version 1.0

Generalized Image Embeddings for the MIMIC Chest X-Ray dataset

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Sellergren, Andrew;Kiraly, Atilla;Pollard, Tom;Weng, Wei-Hung;Liu, Yun;Uddin, Akib;Chen, Christina

Description

This database contains image embeddings from the DICOM images of the MIMICV2.0.0 Chest X-Ray database, generated using the approach described in "Simplified Transfer Learning for Chest Radiography Models Using Less Data ".The image embeddings are compact, information-rich numerical vectors that canbe used for classification tasks. Given the nature of the embeddings, lesscompute resources and even less data are necessary to achieve the sameclassification performance as the full CXR image in training a model.

Citations (0)

Mentions (0)

Metrics

Dataset Index

1.9

FAIR Score

73%

Citations

3

Mentions

0

Metrics Over Time

Publication Details

DOI

Publisher

PhysioNet

Assigned Domain

Subfield

Computer Vision and Pattern Recognition

Field

Computer Science

Domain

Physical Sciences

Confidence Score

49%

Source

Scholar Data Model

Normalization Factors

FT

43.27

CTw

1.00

MTw

1.00