cardiacUDC_dataset (658 files)
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Type: Dataset
Bibtex:
Tags:
ultrasoundEchocardiographyCardiacUDAechocardiogramcardiac ultrasoundheart ultrasoundLVLAPALALVSAA4Cparasternal long axispulmonary artery long axisleft ventricular short axisapical four chamber
Bibtex:
@article{,
title= {cardiacUDC_dataset},
keywords= {CardiacUDA, echocardiography, echocardiogram, ultrasound, cardiac ultrasound, heart ultrasound, LVLA, PALA, LVSA, A4C, parasternal long axis, pulmonary artery long axis, left ventricular short axis, apical four chamber},
author= {},
abstract= {We collect CardiacUDA from our two hospitals: site G and site R. In order to guarantee all echocardiogram videos are standardscompliant, all cases of CardiacUDA are collected, annotated and approved by 5-6 experienced physicians. For ethical issues, we have required approval from medical institutions. Each patient underwent four views during scanning, which included parasternal left ventricle long axis (LVLA), pulmonary artery long axis (PALA), left ventricular short-axis (LVSA), and apical fourchamber heart (A4C), resulting in four videos per patient. The resolution of each video was either 800x600 or 1024x768, depending on the scanner used (Philips or HITACHI). A total of 516 and 476 videos were collected from Site G and Site R, respectively, from approximately 100 different patients. Each video consists of over 100 frames, covering at least one heartbeat cycle.
We have provided pixel-level annotations for each view, including masks for the left ventricle (LV) and right ventricle (RV) in the LVLA view, masks for the pulmonary artery (PA) in the PALA view, masks for the LV and RV in the LVSA view, and masks for the LV, RV, left atrium (LA), and right atrium (RA) in the A4C view. The videos in both Site R and Site G were divided into a ratio of 8:1:1 for training, validation, and testing, respectively. To lower annotation costs in the training set, only five frames per video are provided with pixellevel annotation masks. To better measure the model performance, we provide pixel-level annotations for every frame in each video in the validation and testing sets.
HIGHLIGHT 20231101: We have deployed the dataset on Kaggle!
Please refer to the code (https://github.com/xmed-lab/GraphEcho) and our ICCV paper (https://arxiv.org/abs/2309.11145) for more detailes.
Please send emails to me xiao.wei.xu@foxmail.com if you have any questions about the dataset and the benchmark.},
terms= {},
license= {https://www.apache.org/licenses/LICENSE-2.0},
superseded= {},
url= {https://arxiv.org/abs/2309.11145}
}