https://www.kaggle.com/datasets/xiaoweixumedicalai/cardiacudc-dataset 四、技术路线 任务一、3d四腔室分割 1、分析图像,得到图像平均大小是800x600x55,因此将图像缩放到固定大小512x512x64。图像预处理,对图像采用均值为0,方差为1的方式进行归一化处理,再将数据分成训练集和验证集,对训练集进行20倍数据增强。
Cardiac magnetic resonance imaging is used to detect cardiovascular diseases in the early stage of diagnosis, preventing cardiac disease worsening. There are numerous methods to detect cardiac diseases in the early stages. But in this chapter, we discussed convolutional neural networks, which are used...
[49], "Cardiovascular Disease dataset" from Kaggle [50] and "Heart Disease Data Set" from UCI Machine Learning Repository [51] to give a few exam- ples, which somewhat alleviates this problem at least for now. On the other hand, since more sophisticated ML methods tend to require ...