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Compressed sensing photoacoustic imaging based on fast alternating direction algorithm

机译:基于快速交替方向算法的压缩传感光声成像

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Photoacoustic imaging (PAI) has been employed to reconstruct endogenous optical contrast present in tissues. At the cost of longer calculations, a compressive sensing reconstruction scheme can achieve artifact-free imaging with fewer measurements. In this paper, an effective acceleration framework using the alternating direction method (ADM) was proposed for recovering images from limited-view and noisy observations. Results of the simulation demonstrated that the proposed algorithm could perform favorably in comparison to two recently introduced algorithms in computational efficiency and data fidelity. In particular, it ran considerably faster than these two methods. PAI with ADM can improve convergence speed with fewer ultrasonic transducers, enabling a high-performance and cost-effective PAI system for biomedical applications.
机译:光声成像(PAI)已被用于重建组织中存在的内源性光学对比。以更长的计算为代价,压缩感测重建方案可以使用较少的测量值实现无伪影的成像。在本文中,提出了一种使用交替方向法(ADM)的有效加速框架,用于从有限视角和嘈杂观测中恢复图像。仿真结果表明,与两种最新引入的算法相比,该算法在计算效率和数据保真度方面均具有良好的表现。特别是,它的运行速度比这两种方法快得多。带有ADM的PAI可以通过减少超声换能器来提高收敛速度,从而为生物医学应用提供高性能和高性价比的PAI系统。

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