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Reconstruction of Image Sequences From Ungated and Scanning-Aberrated Laser Scanning Microscopy Images of the Beating Heart

机译:从跳动心脏的未扫描和扫描异常激光扫描显微镜图像重建图像序列

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摘要

Fluorescence laser-scanning microscopy is a well-established imaging technique in biology, available in many imaging facilities to investigate structures within live animal embryos such as zebrafish. Laser scanning microscopes (LSM) are limited when used to study dynamic heart morphology or function. Despite their ability to resolve static cardiac structures, the fast motion of the beating heart introduces severe artifacts in the scanned images and gating the acquisitions to the heartbeat is difficult to implement on traditional microscopes. Furthermore, although alternative high-speed imaging instruments exist, they are not widely available (due to cost or hardware complications), putting dynamic cardio-vascular imaging off-limits for many researchers. Here, we propose a method that allows imaging the beating heart on conventional LSMs. Our approach takes a set of images containing scanning aberrations, each triggered at an arbitrary time in the cardiac cycle, and assembles an image sequence that covers a single cardiac heartbeat. The steps are: (i) frame sorting by solving a traveling salesman problem; (ii) heartbeat duration estimation; and (iii) scan-delay compensation via space-time resampling. We characterize the performance of our method on synthetic data under several light intensities and scanning speeds. We further illustrate our method's applicability on experimental images acquired in live zebrafish larvae, and show that the reconstruction quality approaches that of fast, state-of-the-art microscopes. Our technique opens the possibility of using LSMs to carry out studies of cardiac dynamics, without the need for prospective gating or fast microscopes.
机译:荧光激光扫描显微镜是生物学中成熟的成像技术,可在许多成像设施中提供,以研究现场动物胚胎中的结构,如斑马鱼。当用于研究动态心形态或功能时,激光扫描显微镜(LSM)受到限制。尽管能够解决静态心脏结构,但跳动心脏的快速运动引入了扫描图像中的严重伪影,并在传统显微镜上难以实现对心跳的测量。此外,尽管存在替代的高速成像仪器,但它们并不广泛使用(由于成本或硬件并发症),为许多研究人员提供了动态的心动血管成像偏移。在这里,我们提出了一种方法,允许在传统的LSM上成像搏动心脏。我们的方法采用包含扫描像差的一组图像,每个图像在心脏周期中的任意时间下触发,并组装覆盖单个心跳的图像序列。步骤是:(i)通过解决旅行推销员问题来分类; (ii)心跳持续时间估计; (iii)通过时空重采样扫描延迟补偿。我们在几种光强度和扫描速度下表征了我们对合成数据的方法的性能。我们进一步说明了我们的方法对实时斑马鱼幼虫获得的实验图像的适用性,并表明重建质量方法快速,最先进的显微镜。我们的技术开辟了使用LSM进行心动力学研究的可能性,而无需前瞻性门控或快速显微镜。

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