Finally, we propose a new vision–language model interpretation approach based on matching relevant text with important regions of interest in images. Results EchoCLIP is an echocardiography vision–language mo
In conclusion, deep neural networks can classify essential echocardiographic views simultaneously and with high accuracy. Our results provide a foundation for more complex deep learning assisted echocardiographic interpretation.doi:10.1038/s41746-017-0013-1Madani, Ali...
In summary, we provide evidence that deep learning can reproduce common human interpretation tasks and leverage additional information to predict systemic phenotypes that could allow for better cardiovascular risk stratification. We used interpretation methods that could feedback relevant regions of interest ...
In experiments, our CardiacNet can achieve state-of-the-art results in three different cardiac disease assessment tasks on public datasets CAMUS, EchoNet, and our datasets. The code and dataset are available at: https://github.com/xmed-lab/CardiacNet....
论文是2018年的,发表在医学期刊《Circulation》的一篇文章《Fully Automated Echocardiogram Interpretation in Clinical Practice》 (超声心动图在临床中的自动化检测)。现在对于整体的学习做一个回顾,可以当成导读:整个文章的算法方面不难,分类模型用的VGG,分割模型用的Unet,损失函数中规中矩,图片处理中规中矩,算是一个...
Counting left atrial bubbles during the first three cardiac cycles requires the exact same hardware and software as informal shunt size estimation and extends interpretation time by only 1-2 min per case. Concern about the accuracy of formal, quantified bubble counts on TEE could potentially ...
accuracyamong15viewswas91.7%vs.70.2–84.0%forboard-certi,edechocardiographers.Datavisualizationexperimentsshowedthatthemodelrecognizessimilaritiesamongrelatedviewsandclassi,esusingclinicallyrelevantimagefeatures.Ourresultsprovideafoundationforarti,cialintelligence-assistedechocardiographicinterpretation.npjDigitalMedicine(2018...
American Society of Echocardiography recommendations for performance, interpretation, and application of stress echocardiography. Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography. 2007 Sep:20(9):1021-41 [PubMed PMID: 17765820] [23] ...
Results. Normalized pressure-minimal area relation was highly linear and sensitive to changes in inotropic state (normal sub jects: from 0.96 to 1.27 mm Hg/cm(2), p < 0.01; patients with heart failure: from 0.59 to 0.68 mm Hg/cm(2), p = NS; patients with atrial fibrillation: from ...
Thus, initial interpretation of the report by GPs is important and impacts patient care. We hypothesized that certain elements of an echo report are poorly understood and aimed to better evaluate the gap in knowledge.Methods: We developed a multiple choice questionnaire that addressed various aspects...