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超分辨光学图像深度展开网络
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作者 史梦阳 张弦 +2 位作者 王丽 施君南 高叶盛 《制导与引信》 2023年第1期45-49,60,共6页
提出了一种用于光学图像超分辨的深度展开网络。该网络将传统优化算法和深度学习算法相结合,使得最终的网络既具有可解释性,又拥有神经网络的强大拟合性。为了增强网络的目标图像多尺度特征提取能力,提出了多尺度空洞卷积注意力模块,该... 提出了一种用于光学图像超分辨的深度展开网络。该网络将传统优化算法和深度学习算法相结合,使得最终的网络既具有可解释性,又拥有神经网络的强大拟合性。为了增强网络的目标图像多尺度特征提取能力,提出了多尺度空洞卷积注意力模块,该模块可以有效地提取目标图像的多尺度特征,并对重要特征赋予较大的权重,提高网络性能。实验表明,该网络能够有效恢复图像的细节信息,实现降质图像较好的超分辨重建效果。 展开更多
关键词 超分辨光学图像 深度展开网络 可解释 多尺度 深度学习
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Three-Dimensional Sub-100 nm Super-Resolution Imaging of Biological Samples Using a Phase Ramp in the Objective Pupil 被引量:5
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作者 David Baddeley Mark B. Cannell Christian Soeller 《Nano Research》 SCIE EI CAS CSCD 2011年第6期589-598,共10页
Localisation microscopy overcomes the diffraction limit by measuring the position of individual molecules to obtain optical images with a lateral resolution better than 30 nm. Single molecule localisation microscopy w... Localisation microscopy overcomes the diffraction limit by measuring the position of individual molecules to obtain optical images with a lateral resolution better than 30 nm. Single molecule localisation microscopy was originally demonstrated only in two dimensions but has recently been extended to three dimensions. Here we develop a new approach to three-dimensional (3D) localisation microscopy by engineering of the point-spread function (PSF) of a fluorescence microscope. By introducing a linear phase gradient between the two halves of the objective pupil plane the PSF is split into two lateral lobes whose relative position depends on defocus. Calculations suggested that the phase gradient resulting from the very small tolerances in parallelism of conventional slides made from float glass would be sufficient to generate a two-lobed PSF. We demonstrate that insertion of a suitably chosen microscope slide that occupies half the objective aperture combined with a novel fast fitting algorithm for 3D localisation estimation allows nanoscopic imaging with detail resolution well below 100 nm in all three dimensions (standard deviations of 20, 16, and 42 nm in x, y, and z directions, respectively). The utility of the approach is shown by imaging the complex 3D distribution of microtubules in cardiac muscle cells that were stained with conventional near infrared fluorochromes. The straightforward optical setup, minimal hardware requirements and large axial localisation range make this approach suitable for many nanoscopic imaging applications. 展开更多
关键词 Single molecules NANOSCOPY point-spread function engineering IMMUNOCYTOCHEMISTRY localisation microscopy
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