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IMAGE RECONSTRUCTION USING GRADIENT PROJECTION FOR MEDICAL IMAGING APPLICATIONS

机译:梯度投影在医学成像应用中的图像重建

摘要

Techniques and systems are disclosed for estimating an un-known image from a plurality of cone-beam computed tomography (CBCT) image projections. The unknown image is estimated by solving for minima of an expression comprising a fidelity term that is a function of the plurality of image projections and a regularization term that is responsive to a sparsity of the CBCT image projections. The minima of the expression is iteratively estimated by calculating an image gradient of the function, determining a step size based on a based on a Barzilai-Borwein (BB) formulation and adjusting the minima estimate using the projected image gradient and a step size.
机译:公开了用于从多个锥形束计算机断层摄影(CBCT)图像投影中估计未知图像的技术和系统。通过求解表达式的最小值来估计未知图像,该表达式包括作为多个图像投影的函数的保真度项和响应于CBCT图像投影的稀疏度的正则化项。通过计算函数的图像梯度,基于Barzilai-Borwein(BB)公式确定步长,并使用投影图像梯度和步长调整最小值估计值,可以迭代估算表达式的最小值。

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