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Configurable real-time motion estimation for medical imaging: application to X-ray and ultrasound

机译:用于医学成像的可配置实时运动估计:在X射线和超声中的应用

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摘要

Motion estimation is a key building block of image processing pipelines in many different contexts, ranging from efficient coding of video sequences in the consumer electronics domain (TV, DVD, BD) to professional medical applications. Many block-matching approaches have been proposed in the literature for motion detection and compensation in general, including both lossless and lossy algorithms. However, in real-time medical imaging applications, characterized by high frame rates, the needs for low latency and jitter, accuracy and robustness against noise are quite difficult to achieve with standard block-matching methods. We introduce a new hybrid image processing approach to block-matching that takes advantage of both types of algorithms (lossless and lossy), adapts to the image content and noise, and provides high flexibility for the speed/accuracy tradeoff. The presented approach has been successfully tested on interventional X-ray fluoroscopy and cardiac ultrasound images sequences.
机译:运动估计是许多不同情况下图像处理管道的关键组成部分,范围从消费电子领域(TV,DVD,BD)中视频序列的有效编码到专业医疗应用。文献中已经提出了许多用于运动检测和补偿的块匹配方法,包括无损算法和有损算法。然而,在以高帧速率为特征的实时医学成像应用中,很难通过标准块匹配方法来实现对低等待时间和抖动,精度和鲁棒性的要求。我们为块匹配引入了一种新的混合图像处理方法,该方法利用了两种算法(无损和有损),适应了图像内容和噪声,并为速度/精度折衷提供了高度灵活性。所提出的方法已经在介入性X射线荧光透视法和心脏超声图像序列上成功进行了测试。

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