SYSTEMS AND METHODS FOR TWO-DIMENSIONAL FLUORESCENCE WAVE PROPAGATION ONTO SURFACES USING DEEP LEARNING

    公开(公告)号:US20220058776A1

    公开(公告)日:2022-02-24

    申请号:US17418782

    申请日:2019-12-23

    Abstract: A fluorescence microscopy method includes a trained deep neural network. At least one 2D fluorescence microscopy image of a sample is input to the trained deep neural network, wherein the input image(s) is appended with a digital propagation matrix (DPM) that represents, pixel-by-pixel, an axial distance of a user-defined or automatically generated surface within the sample from a plane of the input image. The trained deep neural network outputs fluorescence output image(s) of the sample that is digitally propagated or refocused to the user-defined surface or automatically generated. The method and system cross-connects different imaging modalities, permitting 3D propagation of wide-field fluorescence image(s) to match confocal microscopy images at different sample planes, The method may be used to output a time sequence of images (e.g., time-lapse video) of a 2D or 3D surface within a sample.

    METHOD AND DEVICE FOR HIGH-RESOLUTION COLOR IMAGING USING MERGED IMAGES FROM HOLOGRAPHIC AND LENS-BASED DEVICES

    公开(公告)号:US20200310100A1

    公开(公告)日:2020-10-01

    申请号:US16300539

    申请日:2017-05-09

    Abstract: Methods and systems for generating a high-color-fidelity and high-resolution color image of a sample are disclosed; which fuses or merges a holographic image acquired at a single wavelength with a color-calibrated image taken by a low-magnification lens-based microscope using a wavelet transform based colorization method. A holographic microscope is used to obtain holographic images which are used to computationally reconstruct a high-resolution mono-color holographic image of the sample. A lens-based microscope is used to obtain low resolution color images. A discrete wavelet transform (DWT) is used to generate a final image that merges the low-resolution components from the lens-based color image and the high-resolution components from the high-resolution mono-color holographic image.

Patent Agency Ranking