Real-time temporal coherent left ventricle segmentation using convolutional LSTMs
2021 IEEE International Ultrasonics Symposium (IUS)(2021)
摘要
Most work on left ventricle (LV) ultrasound image segmentation using deep learning has focused on single-frame segmentation of end-diastole (ED) and end-systole (ES) frames. Using these neural network models on the entire cardiac cycle often results in segmentation flickering and sudden large segmentation errors. Neural networks that perform some form of temporal reasoning is needed to solve these...
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关键词
Deep learning,Image segmentation,Ultrasonic imaging,Runtime,Neural networks,Real-time systems,Cognition
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