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TReMAP: Automatic 3D Neuron Reconstruction Based on Tracing, Reverse Mapping and Assembling of 2D Projections

机译:TReMAP:基于跟踪,反向映射和2D投影组合的3D神经元自动重建

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摘要

Efficient and accurate digital reconstruction of neurons from large-scale 3D microscopic images remains a challenge in neuroscience. We propose a new automatic 3D neuron reconstruction algorithm, TReMAP, which utilizes 3D Virtual Finger (a reverse-mapping technique) to detect 3D neuron structures based on tracing results on 2D projection planes. Our fully automatic tracing strategy achieves close performance with the state-of-the-art neuron tracing algorithms, with the crucial advantage of efficient computation (much less memory consumption and parallel computation) for large-scale images.
机译:从大规模3D显微图像高效,准确地数字重建神经元仍然是神经科学领域的挑战。我们提出了一种新的自动3D神经元重建算法TReMAP,该算法利用3D虚拟手指(反向映射技术)基于2D投影平面上的跟踪结果来检测3D神经元结构。我们的全自动跟踪策略通过最新的神经元跟踪算法获得接近的性能,并具有为大型图像进行高效计算(显着减少内存消耗和并行计算)的关键优势。

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