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Phase information training set generation method and device, terminal equipment and storage medium

A phase information, training set technology, applied in neural learning methods, biological neural network models, instruments, etc., can solve problems such as low training set generation efficiency, and achieve the effect of preventing low generation efficiency

Inactive Publication Date: 2021-06-25
SHENZHEN UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The embodiment of the present application provides a phase information training set generation method, device, terminal equipment and storage medium, aiming to solve the problem of training set caused by manual photography to obtain the training set in the existing phase information training set generation process. Generate inefficiencies

Method used

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  • Phase information training set generation method and device, terminal equipment and storage medium
  • Phase information training set generation method and device, terminal equipment and storage medium
  • Phase information training set generation method and device, terminal equipment and storage medium

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Experimental program
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Embodiment 1

[0051] see figure 1 , is a flow chart of the phase information training set generation method provided by the first embodiment of the present application, including steps:

[0052] Step S10, emitting a laser beam for polarization splitting to obtain first polarized light and second polarized light;

[0053] Among them, a single-frequency laser can be used to send the laser beam. Since the laser beam emitted by the single-frequency laser has the advantages of monochromaticity, good directionality, coherence, and constant phase difference, the single-frequency laser emits The laser line beam is suitable for generating interference fringes in the training set of phase information.

[0054] In this step, the laser beam is designed to be polarized and split, so that the laser beam is divided into two beams of polarized light. Specifically, in this step, a multilayer film structure can be coated on the inclined plane of the rectangular prism, and then glued into a cubic structure,...

Embodiment 2

[0067] see figure 2 , is a flow chart of the phase information training set generation method provided in the second embodiment of the present application, including steps:

[0068] Step S11, controlling the laser to emit a laser beam, and inputting the laser beam into an optical filter for filtering;

[0069] Among them, the filter adopts a neutral density filter, and the neutral density filter plays a non-selective filtering role, and the ability to reduce light of various wavelengths is equal and uniform, which is convenient for targeting The intensity of the laser beam is controlled to prevent overexposure.

[0070] Step S21, input the filtered laser beam into the half-wave plate, and inject the laser beam transmitted by the half-wave plate into the polarization beam splitter;

[0071] Specifically, for example, if the angle between the vibration plane and the fast axis (or slow axis) of the wave plate is θ when the linearly polarized light is incident, the vibration pl...

Embodiment 3

[0102] Corresponding to the phase information training set generation method described in the above embodiment, image 3 A schematic structural diagram of the phase information training set generation device provided by the third embodiment of the present application is shown, and for the convenience of description, only the parts related to the embodiment of the present application are shown.

[0103] refer to image 3 , the device includes: a single-frequency laser 1, a neutral density filter 2 located at the output end of the single-frequency laser 1, a half wave plate 3 located at the transmission end of the neutral density filter 2, a A polarization beam splitting element 4 at the transmission end of a wave plate 3, a plane mirror 5 and a first beam expansion collimation system 6 respectively arranged at the output end of the light beam of the polarization beam splitting element 4, a second beam expansion collimation system located at the reflection end of the plane mirro...

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Abstract

The invention provides a phase information training set generation method and device, terminal equipment and a storage medium. The method comprises the following steps: emitting a laser beam to perform polarization splitting to obtain first polarized light and second polarized light; loading a preset phase diagram in the spatial light modulator, and emitting the first polarized light into the spatial light modulator for light modulation to obtain modulated light; emitting the second polarized light and the modulated light into a quarter-wave plate and a polarization group, and adjusting the direction of the optical axis of the quarter-wave plate and the direction of the light transmission axis of a polarizer; controlling a quarter-wave plate and a polarization group to perform polarization interference on the input light, and acquiring an optical signal to obtain an interference fringe pattern; and performing phase recovery on the interference fringe pattern to obtain a phase recovery pattern, and storing the interference fringe pattern and the phase recovery pattern to obtain a phase information training set; By loading the preset phase diagram and designing phase recovery of the interference fringe diagram, the interference fringe diagram and the corresponding phase recovery diagram can be obtained to generate the phase information training set, and the generation efficiency of the training set is high.

Description

technical field [0001] The invention belongs to the field of phase imaging, and in particular relates to a method, a device, a terminal device and a storage medium for generating a phase information training set. Background technique [0002] The traditional image acquisition equipment can only record the intensity information of the light field but cannot directly obtain the phase information, and in the process of recovering the phase information by the traditional phase shift method, it is required to have an accurate phase shift between the interferograms, which makes the recovery of the phase information easy Affected by the environment, the accuracy of the recovered phase map is low. Therefore, a phase information recovery method based on deep learning came into being. [0003] Deep learning, as a method to enable machines to learn the internal laws and representation levels of sample data, has promoted the development of artificial intelligence-related technologies. W...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G03H1/00G03H1/02G06N3/08
CPCG03H1/0005G03H1/02G06N3/08
Inventor 田劲东陈佳伟章勤男李东田勇李晓宇
Owner SHENZHEN UNIV