论文标题

SMLM的基于最佳传输的度量

Optimal-transport-based metric for SMLM

论文作者

Denoyelle, Quentin, Pham, Thanh-an, Pla, Pol del Aguila, Sage, Daniel, Unser, Michael

论文摘要

我们建议在可用地面真相的情况下,使用平面度量来评估单分子定位显微镜(SMLM)的重建方法的性能。平面度量与不同质量的度量之间的最佳运输概念密切相关,为SMLM评估提供了坚实的数学基础,并整合了定位和检测性能。在本文中,我们通过将其应用于受控的合成示例和SMLM 2016挑战的数据来验证该措施的基础。

We propose the use of Flat Metric to assess the performance of reconstruction methods for single-molecule localization microscopy (SMLM) in scenarios where the ground-truth is available. Flat Metric is intimately related to the concept of optimal transport between measures of different mass, providing solid mathematical foundations for SMLM evaluation and integrating both localization and detection performance. In this paper, we provide the foundations of Flat Metric and validate this measure by applying it to controlled synthetic examples and to data from the SMLM 2016 Challenge.

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