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Frame interpolation of ultrasound images using optical flow

机译:使用光流量的超声图像帧插值

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In this paper, we present a frame rate up-conversion method for ultrasound image enhancement. The inherent flexibility of ultrasound imaging and moderate cost without known bio-effects give ultrasound a vital role in the diagnostic process compared with other methods. The conventional mechanical scan method for multi-planar images has a slow frame rate. In the proposed frame rate-up conversion method, new interpolated frames are inserted between two input frames, giving smooth renditions to human eyes. Existing methods employing blockwise motion estimation show block artifacts, in which motion vectors are estimated using a block-matching algorithm (BMA). We propose an optical flow based method to find pixelwise intensity changes that yields more accurate motion estimates for frame interpolation. Consequently, the proposed method can provide detailed and improved images without block artifacts. Interpolated frames may contain hole or overlapped regions due to covered or uncovered areas in motion compensation. Those regions can be easily eliminated by a post processing, in which the similarity of pixel intensity is employed with a ray casting based method. Experimental results with several sets of ultrasound image sequences show the effectiveness of the proposed method.
机译:在本文中,我们提出了一种用于超声图像增强的帧速率上转换方法。超声成像的固有灵活性和不知情的生物效应的中等成本使超声在与其他方法相比诊断过程中的重要作用。用于多平面图像的传统机械扫描方法具有较慢的帧速率。在所提出的帧速率转换方法中,新的内插框架在两个输入框架之间插入,为人眼提供平滑的再现。采用群体运动估计的现有方法示出块伪像,其中使用块匹配算法(BMA)估计运动向量。我们提出了一种基于光流的方法,找到了像素的强度变化,从而产生更准确的帧插值的运动估计。因此,所提出的方法可以提供没有块伪影的详细和改进的图像。内插框架可能包含由于运动补偿中覆盖或未覆盖区域而包含孔或重叠区域。这些区域可以通过后处理容易地消除,其中基于光线铸造的方法采用像素强度的相似性。具有几组超声图像序列的实验结果表明了所提出的方法的有效性。

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