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404 results about "Speckle pattern" patented technology

A speckle pattern is an intensity pattern produced by the mutual interference of a set of wavefronts. This phenomenon has been investigated by scientists since the time of Newton, but speckles have come into prominence since the invention of the laser and have now found a variety of applications. The term speckle pattern is also commonly used in the experimental mechanics community to describe the pattern of physical speckles on a surface which is useful for measuring displacement fields via digital image correlation.

PCCP welding quality intelligent real-time detection method and system

The invention provides an intelligent real-time detection method and system for PCCP welding quality, and relates to the technical field of online detection and intelligent evaluation of pipeline welding quality through machine learning. Light energy data and multi-light-source images of a spiral weld pool are collected, exposure parameters are dynamically adjusted through the energy difference of visible light near-infrared bands, and the real-time detection of the PCCP welding quality is achieved. Inhibiting strong light interference and generating a weld surface image; a stress concentration area is positioned by scanning a welding seam thermal deformation area and combining speckle pattern change, sound frequency change and the elastic characteristic of the thin-wall steel cylinder; inputting the surface image and the deformation data into a space-time convolutional neural network, fusing light energy change, image details and spatial features to construct a weld joint space structure diagram, and adaptively correcting the position of a sensor; and comparing the sinking depth of the three-dimensional point cloud reconstruction, analyzing the correlation between the sinking degree and the stress, and generating a probability thermodynamic diagram to output the pressure-bearing failure risk level, so that the probabilistic early warning of the pressure-bearing failure risk can be realized.
Owner:SHANDONG ELECTRIC POWER PIPELINE ENG +1

Space-time speckle projection three-dimensional imaging method based on multi-frame optical flow alignment

The invention discloses a space-time speckle projection three-dimensional imaging method based on multi-frame optical flow alignment. Firstly, a projector based on DLP is used for projecting a space-time speckle pattern to a measured scene, and a binocular camera synchronously collects a three-dimensional space-time speckle image. The calibration parameters of the binocular camera are used to carry out stereo correction on an acquired original speckle image, and a parallax image is generated frame by frame in combination with a coarse-to-fine single-frame speckle matching strategy. And estimating a two-dimensional inter-frame displacement field between continuous disparity maps by using an optical flow method by taking an intermediate frame disparity map as a reference, compensating motion artifacts in a space-time speckle image, and ensuring strict space-time registration of a dynamic target. And based on the speckle image after motion correction, a speckle matching strategy is expanded to a time-space domain, and high-precision multi-frame three-dimensional measurement of a complex dynamic scene is realized. The method is suitable for performing rapid and high-precision three-dimensional modeling on a moving target in an unstructured environment, and can perform accurate three-dimensional measurement on a high-speed dynamic target undergoing any translation or rotation motion.
Owner:NANJING UNIV OF SCI & TECH

Noise speckle real-time imaging method suitable for various complex scenes

The invention discloses a noise speckle real-time imaging method suitable for various complex scenes, and the method comprises the steps: firstly obtaining a speckle image of a sample target after a scattering medium through a camera, and carrying out the preprocessing of the speckle image; secondly, the principal component of the preprocessed speckle image is extracted by using VMD based on a row-column separation strategy; and then noise of the principal component is extracted through a main singular value, and an enhanced speckle image is obtained through differential operation with the speckle image. And finally, autocorrelation operation is carried out on the enhanced speckle image, the amplitude of a target is obtained through AM algorithm optimization, and speckle image reconstruction is realized by using a phase recovery algorithm. The method has better robustness and structure retention capability in an edge region and a high-noise scene, can overcome the influence of a strong light interference environment, and remarkably improves the local contrast of a speckle image.
Owner:HANGZHOU DIANZI UNIV

Support deformation monitoring method combining cross laser and laser speckles

The invention discloses a support deformation monitoring method combining cross laser and laser speckles, which comprises the following steps: selecting a monitoring point on the surface of a support, and projecting the cross laser and the laser speckles to the monitoring point, so that the cross point of the cross laser and the laser speckles are aligned with the center of the monitoring point; aligning the camera to the monitoring point, so that an included angle theta is formed between the shooting direction of the camera and the direction of projecting the cross laser; carrying out calibration setting and parameter setting on the camera to obtain a set camera; under different load working conditions of the bracket, controlling the camera to collect images of the monitoring points at regular time; wherein the blue speckle pattern is collected by a blue channel, and the red structured light pattern is collected by a red channel; processing and strain calculation are carried out on the collected images to obtain in-plane and out-of-plane displacement fields and strain fields of the support at different moments; according to the invention, high-precision, dynamic and more comprehensive multi-dimensional deformation monitoring of support structures can be realized.
Owner:CHINA METALLURGICAL CONSTR ENG GRP

Method and system for realizing rapid and uniform focusing of emergent light spots of multimode optical fiber based on superpixels

The invention relates to a method and a system for realizing fast and uniform focusing of emergent light spots of a multi-mode optical fiber based on superpixels, belongs to the technical field of novel optical imaging and light field regulation and control, and integrates online speckle acquisition, offline amplitude optimization and an online speckle acquisition stage. When a certain modulation area is in an activated state, respectively capturing a non-interference speckle image of the emergent end of the multimode optical fiber and an interference speckle image generated when the area and the reference area are activated at the same time, and traversing all the modulation areas to totally obtain a speckle image; in the off-line amplitude optimization stage, a focusing light spot is preset, and calculation is carried out by utilizing intensity information of a corresponding focusing position in the speckle image. And analyzing all the focusing light spots one by one so as to construct a binary amplitude modulation mask. And the masks are loaded to the spatial light modulator one by one, so that accurate point-by-point focusing of N emergent light spots of the multimode optical fiber is realized, and the focusing efficiency and uniformity are greatly improved.
Owner:ROCKET FORCE UNIV OF ENG

Three-dimensional calibration method using speckle image as calibration object and combining weight parameters

The invention provides a three-dimensional calibration method using a speckle image as a calibration object and combining weight parameters. The method comprises the following steps: acquiring a standard grid image and the speckle image through a camera; determining angular point positions in the standard grid image through an angular point detection algorithm; calibrating the stereoscopic vision system by using the obtained angular points to obtain an initial calibration result; calculating 3D coordinates of the camera calibration board in the world by using the disparity map; determining a subset of the reference image corresponding to the checkerboard angular points in the target image through a digital image cross-correlation algorithm; calculating a weight parameter of each calibration point based on the re-projection error; solving internal and external parameters of the camera by using the weight parameters, radial alignment constraint and a least square method; optimizing the main point of the camera by using the weight parameters; and if the re-projection error or the number of iterations does not meet the requirement, repeatedly calculating the weight parameter of the calibration point and the subsequent steps, otherwise, obtaining a camera calibration result, and obtaining the distortion curved surface of the camera lens.
Owner:BEIJING UNION UNIVERSITY +1

Deformation measuring device and method based on structured light illumination digital speckle interference

The invention discloses a deformation measuring device and method based on structured light illumination digital speckle interferometry, the device comprises a structured light generation and phase shift unit and an imaging unit, the structured light generation and phase shift unit comprises a laser, a spatial light modulator and a spatial mask plate, the spatial light modulator and the spatial mask plate are arranged on a light path of the laser, the laser is used for generating laser, and the spatial light modulator is used for generating light; the spatial light modulator is used for loading stripe modulation patterns to form multiple beams of diffracted light propagating in different directions and realize phase shift operation, and the spatial mask plate is used for only selecting 0-level and + 1-level diffracted light beams for interference to generate structural illumination light; the imaging unit is used for recording a digital speckle image of the sample. According to the invention, the fringe modulation pattern is loaded on the spatial light modulator, the 0-level diffraction beam and the + 1-level diffraction beam are selected for interference in combination with the spatial mask plate to generate rapid structured light illumination and phase shift, the imaging speed is high, the phase shift repetition precision is high, and the accuracy of a reconstruction result is ensured.
Owner:YUNNAN CHENYUE TECHNOLOGY CO LTD

Optical fiber coupling real-time correction method in single-mode and multi-mode optical fiber endoscopic imaging system

The invention discloses an optical fiber coupling real-time correction method in a single-mode and multi-mode optical fiber endoscopic imaging system, which comprises the following steps of: firstly, manually adjusting reflectors M1 and M2 to an optimal multi-mode optical fiber coupling state, acquiring images of light spots at the near end and the far end of a laser beam in the state by using a CCD (charge coupled device) 1 and a CCD 2, and calculating the position of a central coordinate of the images; and collecting a speckle image formed by the light spot through the scattering medium by using a CCD3 (charge coupled device 3). The system monitors the center coordinates of near-end and far-end light spots at the current moment and the correlation coefficient of the current speckle image and the collimation state image in real time. The piezoelectric mirror bracket is fed back and adjusted in real time through the center coordinates of the two spot light spots and the correlation coefficient of the speckles, so that the correlation coefficient of the speckles is kept above a set threshold value, and automatic calibration of light beams is achieved. On the basis of the traditional thinking that two points determine one straight line, the correlation coefficient of using speckles is increased, the alignment precision is improved, and the method has certain practicability and application prospects.
Owner:SICHUAN UNIV

Deformation measurement method and system of composite vision measurement unit

The invention belongs to the technical field of three-dimensional vision measurement, and relates to a deformation measurement method and system of a composite vision measurement unit. The internal and external parameters of the binocular measurement unit are obtained according to the image of the thrust vectoring nozzle target area calibration plate; obtaining coordinates of all binocular measurement units in the same reference coordinate system according to the internal and external parameters and the images of the thrust vectoring nozzles with the first coded mark points, and obtaining coordinates of all binocular measurement units in a unified coordinate system; and acquiring full-field deformation of all target areas of the thrust vectoring nozzle according to the speckle images of the target areas of the thrust vectoring nozzle in the working state and the coordinates of the unified coordinate system of all binocular measurement units. According to the invention, a digital image correlation method and a close-range photogrammetry technology are utilized to realize coordinate system unification and full-field deformation measurement. Compared with a traditional method, the measurement times and data processing steps are reduced, and the measurement efficiency is improved.
Owner:XI AN JIAOTONG UNIV +1

Multifunctional asphalt mixture rut test method

The invention discloses a multifunctional asphalt mixture rut test method which is implemented by using a device integrating loading and measurement, test piece supporting and temperature control drainage, environment simulation and optical measurement and a central control and data acquisition system. A test piece is arranged in the test piece groove, temperature control is realized through circulating a heat-conducting medium in the temperature-conducting cavity, different gradients are formed through the hoisting mechanism and the angle adjusting assembly, the test wheel is driven to perform one-way circulating loading along a closed track and snub at a preset moment, and rolling and sliding friction forces are synchronously collected; in the test process, rainfall is simulated by adopting the watering assembly, incoming water is recycled by the drainage tank, speckle images are acquired by the high-frequency industrial camera, and surface full-field displacement and strain are obtained through digital image correlation analysis. Through time registration and fusion of temperature, gradient, wheel speed, rainfall and friction-deformation data, rut deformation, skid resistance and apparent structure evolution laws of the asphalt mixture under multi-climate and multi-gradient conditions are obtained.
Owner:YUNNAN TRAFFIC PLANNING DESIGN RESEARCH INSTITUTE CO LTD

Laser shearing speckle interference phase unwrapping method based on deep learning

The invention discloses a laser shearing speckle interference phase unwrapping method based on deep learning. According to the method, eight speckle patterns before and after deformation are used as input, multi-scale feature extraction is carried out through layer-by-layer convolution and down-sampling of an encoder, features are sent to an attention fusion module, response weights of channels and spatial positions are adaptively adjusted through channel attention and position attention, then the response weights are input into a decoder, and jump connection with an encoding end is combined, so that multi-scale feature fusion is realized. And step-by-step reconstruction of multi-scale features is realized, and a phase diagram is output. Performing comprehensive constraint on prediction and reference phases in the aspects of numerical deviation, structural consistency and gradient smoothness and updating network parameters by adopting composite loss formed by mean square error, mean absolute error, structural similarity, gradient loss and out-of-plane displacement calculation items; therefore, an unwrapping result which is globally continuous and has clear and stable local details is obtained, and a feasible way is provided for intelligent processing and automatic analysis of the laser shearing speckle interference image.
Owner:GUILIN UNIV OF ELECTRONIC TECH

Multi-particle three-dimensional shape reconstruction method based on projection consistency

The invention discloses a multi-particle three-dimensional shape reconstruction method based on projection consistency. According to the method, a three-angle laser interference particle imaging system is used for collecting out-of-focus images of three visual angles, a center M * N pixel range is cut to obtain an out-of-focus speckle image, phase recovery algorithm reconstruction is carried out, a two-dimensional particle shape is obtained, a gray threshold value above 70 is set to be a target contour area, binarization segmentation is carried out, and a target contour image is obtained. And smoothing the target contour area. And carrying out three-dimensional space projection on contours of the four candidate results in Matlab, generating a three-dimensional structure in an intersection region, re-projecting the three-dimensional structure to each view angle, calculating an error S between a re-projected image and an original input projection, and selecting a final reconstruction result with the minimum S. According to the method, through systematic iterative optimization and an error evaluation mechanism, trivial fuzzy interference in a phase recovery process is effectively eliminated, and high-precision reconstruction of a multi-particle three-dimensional shape is realized.
Owner:TIANJIN UNIV

Image enhancement method and apparatus, electronic device, and storage medium

Provided in the present application are an image enhancement method and apparatus, an electronic device, and a storage medium, relating to the technical field of image processing. The method comprises: acquiring a medical data set, and collecting speckle images by means of an optical fiber endoscope; generating a synthetic data set on the basis of the speckle images and medical images in the medical data set; and performing adversarial training on a deep learning model on the basis of the synthetic data set and the medical data set to generate an image reconstruction model, so as to perform image reconstruction on endoscopic images on the basis of the image reconstruction model to obtain image reconstruction results. The present application solves the problem of poor image enhancement effect of image enhancement in the related art.
Owner:SHENZHEN INST OF ADVANCED TECH CHINESE ACAD OF SCI +1

Automatic engineering crack detection equipment and method based on bionic quadruped robot

The invention relates to an automatic engineering crack detection device and method based on a bionic quadruped robot. The method comprises the steps that the distance between two cameras of a binocular camera and lens parameters are set according to the size of a to-be-detected structure; the 3D-DIC binocular detection equipment is adjusted to be in a horizontal state by adjusting the binocular detection equipment horizontal adjusting support; the 3D-DIC binocular detection equipment is moved to the front of the to-be-detected structure through the bionic quadruped robot, and the posture of the bionic quadruped robot is adjusted by using the quadruped robot overall adjustment gradienter to ensure that the detected area of the to-be-detected structure is located in the field of view; collecting a speckle image sequence of the surface of the to-be-measured structure through a binocular camera under the assistance of a light supplementing lamp; according to a preset strain threshold value, 3D-DIC analysis is carried out on the speckle image sequence through a crack recognition algorithm, a crack area is obtained, and parameters of cracks in the crack area are quantified. Compared with the prior art, the reliability of crack detection is improved, and accurate detection of crack parameters is realized.
Owner:DONGHUA UNIV

Method and device for automatically detecting performance of array light source metasurface projection device

The invention discloses a method and a device for automatically detecting the performance of an array light source metasurface projection device, and the method comprises the steps: receiving an initially collected array speckle image, calculating the axial offset, and transmitting a translation instruction to a three-axis wafer sample objective table according to the axial offset, so as to enable the array speckles to be accurately centered, and obtaining the adjusted array speckle centering image, performing mask segmentation to obtain image dot matrix information, extracting corresponding speckle feature information, performing contrast analysis on the array speckle centering image to obtain speckle contrast information, and combining the speckle feature information and the speckle contrast information to serve as a performance comprehensive detection result. According to the method, the axial offset is calculated, accurate centering of the speckles is achieved, the contrast of the speckles is rapidly and accurately calculated and the feature information of the speckles is rapidly extracted through contrast analysis and feature extraction of the speckles, and therefore the performance comprehensive detection result of comprehensive performance detection of the super-surface projection device is obtained.
Owner:HANGZHOU NAJING TECHNOLOGY CO LTD

Method and system for automatically detecting boundary dimension of shield segment

The invention discloses an automatic detection method and system for the boundary dimension of a shield segment, and relates to the field of civil engineering, and the method comprises the steps: laying quantum dots on the surface of a to-be-detected shield segment, and exciting the quantum dots through ultraviolet laser to generate a fluorescence spectrum; the method comprises the following steps: receiving an optical signal penetrating through a medium gap in a to-be-detected shield segment through a single-pixel barrel detector to form a reflected light intensity sequence, and inputting the reflected light intensity sequence and a speckle pattern into a correlation reconstruction algorithm to generate a three-dimensional point cloud of a shielding area; and inputting the three-dimensional point cloud and the deformation compensation parameters into a deep learning network, generating a deviation thermodynamic diagram of the boundary dimension of the to-be-detected shield segment, automatically marking an area exceeding a tolerance threshold value based on the deviation thermodynamic diagram, and generating a detection result of the boundary dimension of the to-be-detected shield segment. According to the method, the internal medium gap is reconstructed through the single-pixel barrel detector and the basis tracking noise reduction algorithm, in a bolt hole oil stain shielding scene, compared with a traditional method, the reconstruction porosity error is reduced, and online analysis of the full-surface size error is achieved.
Owner:FOSHAN HIGHWAY&BRIDGE CONSTR PREFAB CO LTD

Forestry seedling culture data acquisition and analysis system

The invention discloses a forestry seedling culture data acquisition and analysis system, which relates to the technical field of data processing, and is characterized in that backscattered light of a seedling lignified tissue is acquired, an initial speckle interference video stream is generated, and after spatial image stabilization registration is performed on the initial speckle interference video stream, the speckle interference video stream is output; the correction module is used for obtaining a speckle interference video stream, extracting pixel time sequence gray information of the speckle interference video stream, mapping the pixel time sequence gray information into a time history speckle pattern, calculating a texture statistical characteristic value of the time history speckle pattern and outputting the texture statistical characteristic value as a first cell chaos degree index, and the compensation module is used for obtaining a metabolic rate compensation coefficient through a correction model. Temperature correction is conducted on the first cell chaos degree index according to the metabolic rate compensation coefficient, a second cell chaos degree index is output, the deviation degree of the second cell chaos degree index of the to-be-detected nursery stock and the dead wood reference value is calculated, the dormant state of the nursery stock is judged according to the deviation degree, and instant and accurate regulation and control over key nodes of seedling warehouse-out and recovery are achieved.
Owner:HAINAN NENGWU TECH CO LTD

Speckle wavelength measurement method and device based on pattern embedding machine learning

The invention discloses a speckle wavelength measurement method based on mode embedding machine learning. The method comprises the following steps: S1, acquiring a speckle pattern after a to-be-measured optical signal passes through a fixed scattering element; s2, extracting a modal coefficient vector from the speckle pattern; s3, embedding the modal coefficient vector input mode into the machine learning model so as to invert the wavelength of the optical signal to be measured; the mode embedded machine learning model is obtained through pre-training by the following method: collecting speckle patterns of a series of optical signals with known wavelengths after passing through the fixed scattering element, and extracting corresponding modal coefficient vectors; and training a machine learning regression model by taking the obtained modal coefficient vector and the corresponding wavelength as input and output respectively. The invention also discloses a speckle wavelength measurement device based on pattern embedding machine learning. According to the invention, the rapid change wavelength can be measured in a high-precision and large-range manner, the noise robustness is better, and the consumption of computing resources and time is greatly reduced.
Owner:NANJING UNIV OF AERONAUTICS & ASTRONAUTICS

Non-contact measurement system and method for full-field deformation of fuselage in aircraft crash test

The invention discloses a non-contact measurement system and method for full-field deformation of a fuselage in an airplane crash test, and belongs to the technical field of airplane structure strength testing, and the method comprises the steps: making a high-quality speckle pattern on the surface of the fuselage, and laying cooperation mark points; a binocular camera flexible self-calibration method is used for completing calibration of the stereo measurement system; unification of global coordinates of multiple systems is assisted through unmanned aerial vehicle photogrammetry; a synchronous controller is adopted to trigger multiple sets of systems to synchronously collect images in the falling and collision process; obtaining the motion trail and speed of the key measuring point based on a mark point positioning tracking and stereoscopic vision principle; acquiring a full-field three-dimensional displacement field and a strain field based on a digital image correlation method guided by a control point and a stereoscopic vision principle; and deformation visualization representation is realized through image splicing and data fusion. According to the invention, non-contact, high-precision and full-field dynamic measurement of the three-dimensional deformation field in the falling and collision process of the whole large aircraft is realized, and technical support is provided for analysis and evaluation of falling adaptability of the aircraft structure and verification of anti-falling and anti-collision design.
Owner:SHENZHEN UNIV

Semiconductor chip defect on-line detection system based on optical physical characteristics

The invention relates to the technical field of material detection, and discloses a semiconductor chip defect online detection system based on optical physical characteristics, which comprises a coherent light projection module, a reference light projection module, a displacement driving feedback unit, a discrete photoelectric detection array, a material support body and a logic processing unit, the displacement driving feedback unit acquires a rotating speed pulse signal, the logic processing unit calculates a laser sampling frequency and adjusts a pulse triggering time sequence, so that the axial displacement of the strip to be measured is constantly within a preset resolution range, the coherent light projection module and the reference light projection module project light beams at different angles, and a differential optical path is constructed; the discrete photoelectric detection array collects composite optical signals, the logic processing unit counteracts background phase noise by means of signal differential logic and extracts phase features of a speckle pattern to determine defect space coordinates, mechanical interference is stripped at a sensing source by means of a physical hedging mechanism, and optical dynamic ambiguity under the high-speed working condition is effectively eliminated.
Owner:XIAN TUOJIE LANGTU TECHNOLOGY CO LTD

Speckle wavelength measuring device with miniaturization and strong anti-interference

The invention is suitable for the technical field of wavelength measurement, and provides a speckle wavelength measurement device with miniaturization and strong anti-interference, which comprises a single-mode fiber, a dislocation welding multimode fiber, a CCD (Charge Coupled Device) camera and a computer which are sequentially arranged along a light path, the single-mode optical fiber is connected with the dislocation welding multimode optical fiber; the dislocation welding multimode optical fiber is formed by a first short multimode optical fiber and a second short multimode optical fiber through axial dislocation welding. The CCD camera is connected with the dislocation welding multimode optical fiber; and the computer is connected with the CCD camera and is used for processing the speckle pattern acquired by the CCD camera. The device is small in size, and the stability, the anti-interference performance and the resolution ratio of a measurement system can be effectively improved.
Owner:JILIN UNIVERSITY

A method and system for real-time monitoring of stress during a laser additive repair process of a long fatigue crack of a turbine casing

This invention discloses a method and system for real-time stress monitoring during laser additive repair of fatigue long cracks in turbine casings. The method includes: preparing a high-temperature resistant speckle pattern in the pre-treated repair area; simultaneously acquiring a sequence of speckle images and a sequence of temperature field images during the laser repair process; calculating the strain field based on digital image correlation and calculating the real-time stress evolution using thermo-elastic-plastic stress-strain increment theory. The real-time stress value is compared with a dynamic threshold set based on the material's yield strength, and the laser power or scanning speed is controlled based on the feedback of the result to achieve closed-loop control of the repair stress. This invention achieves high-precision real-time online monitoring of stress under extreme repair environments, providing a basis for optimizing and intelligently controlling repair process parameters, effectively suppressing residual stress and the risk of secondary cracks, and significantly improving the repair quality and reliability of turbine casings.
Owner:ZHEJIANG UNIV OF TECH +1

Two-dimensional visual residual magnetism detection damage evaluation method based on neural network

The invention provides a two-dimensional visual residual magnetism detection damage evaluation method based on a neural network. On the basis of traditional one-dimensional residual magnetism detection, original magnetic field data in x, y and z directions in a space magnetic field are collected and further converted into dx, dy and dz component data, magnetic field intensity is synthesized, magnetic field data under seven different characteristic values are converted into 0-255 two-dimensional residual magnetism grey-scale maps through MATLAB, digital speckle images of corresponding areas are collected at the same time, and the residual magnetism detection accuracy is improved. The method comprises the following steps: performing mapping segmentation on two-dimensional residual magnetism grey-scale maps under different characteristics to form sample pairs, inputting the sample pairs into a convolutional neural network for training, outputting strain values under different two-dimensional residual magnetism grey-scale maps, being suitable for two-dimensional damage assessment of the ferromagnetic material, and being capable of realizing overall damage information of the surface of the ferromagnetic material and improving the accuracy of the two-dimensional damage assessment of the ferromagnetic material. The problems of missing detection and false detection in the one-dimensional residual magnetism detection process are effectively reduced, and implementation and popularization are facilitated.
Owner:NANJING INST OF TECH

Space neural network deep completion method, system and device based on adaptive diffusion kernel, and storage medium

The invention provides a spatial neural network depth completion method, system and device based on an adaptive diffusion kernel, and a storage medium, and the method comprises the following steps: obtaining an RGB image and a sparse depth speckle image, and collecting the RGB image and the sparse depth speckle image through an RGB camera and a depth camera respectively; a pre-trained deep completion model is obtained, the deep completion model comprises a U-shaped network model and a diffusion network model, and the diffusion network model comprises a plurality of preset diffusion patterns; generating an adjacent pixel similar matrix corresponding to each pixel in the sparse depth speckle image for the input RGB image and the sparse depth speckle image through a U-shaped network model, and selecting a corresponding diffusion image for each pixel of the sparse depth speckle image according to an adjacent pixel similar matrix root through the diffusion network model, and performing depth completion to generate a dense depth speckle image. According to the method, the depth completion precision can be remarkably improved, and the calculation speed is remarkably improved during depth completion.
Owner:SHENZHEN GUANGJIAN TECH CO LTD

Phase compensation method, device and equipment for vibration error, medium and product

The invention discloses a phase compensation method, device and equipment for a vibration error, a medium and a product, and the method comprises the steps: obtaining a dual-channel image of a to-be-detected object, carrying out the separation coding of the dual-channel image, and obtaining a speckle pattern under a red channel and three fringe patterns under a blue channel; determining the initial displacement of a local area in the speckle pattern under each frame; performing displacement iterative optimization on the whole image of the speckle pattern based on the initial displacement to obtain an optimal displacement; and performing reverse compensation on the three fringe patterns through the optimal displacement to obtain a compensated unwrapped phase. Accurate displacement is obtained through the red channel speckle pattern, the blue channel fringe pattern is reversely compensated, the displacement detection precision and the phase compensation reliability are both considered, and high-precision and real-time compensation of phase offset errors caused by vibration in the depth direction is achieved.
Owner:HEBEI UNIV OF TECH

A method and apparatus for three-dimensional profile measurement based on multiple projection gratings

This invention discloses a three-dimensional contour measurement method and apparatus based on multi-projection gratings, relating to the field of three-dimensional topography measurement technology. The method includes: obtaining intrinsic and extrinsic parameters through calibration; projecting a set of speckle patterns; preliminarily analyzing the surface topography gradient of the object to determine a non-uniform spatial frequency sequence; sequentially projecting and acquiring multiple sets of phase-shifting grating patterns, and calculating the wrapping phase map corresponding to each frequency; for the same pixel, based on its reliability assessment in wrapping phase maps at different frequencies, assigning confidence weights to the phase values ​​of each frequency, and calculating and optimizing the phase map and the corresponding fused confidence map; calculating gradient information and combining it with the fused confidence map to perform region division, and executing a region-guided path consistency verification unfolding algorithm to obtain the absolute phase; converting the absolute phase into three-dimensional point cloud coordinates of the object surface. This application aims to solve the problems of complex topography, discontinuities, and noise easily leading to unfolding path errors and order jumps during phase unfolding.
Owner:BEIJING BOVISION TECH CO LTD

Bent endoscopic imaging method and system based on few-mode fiber

The invention discloses a bending endoscopic imaging method and system based on a few-mode optical fiber, and belongs to the technical field of optical fiber imaging. According to the method, an MNIST handwritten digital image is loaded through a digital micromirror device (DMD), a speckle pattern is generated through few-mode optical fiber transmission, image restoration in a bending state is achieved through a deep learning model, and reconstruction effects under different bending degrees are quantized through a Dice coefficient. The system comprises a light beam collimation module, a pattern loading module, an image transmission module and an image acquisition-processing module. The image transmission module adopts a step refractive index few-mode optical fiber, and mode coupling caused by bending is inhibited by increasing the effective refractive index difference between modes; and the image acquisition-processing module is combined with a shallow U-shaped convolutional neural network to reconstruct a speckle pattern acquired by the CCD camera. While miniaturization of the probe is ensured, the imaging quality in a bending environment is remarkably improved, and the probe is suitable for miniaturized high-resolution imaging scenes such as medical endoscopes and the like.
Owner:NANKAI UNIV

Method for measuring surface roughness

A method for measuring the surface roughness of an object, wherein this method is: a) Receiving a speckle image showing an object while it is being irradiated by coherent electromagnetic radiation associated with wavelengths between 850 nm and 1400 nm, b) Determining the surface roughness measurement based on the speckle image, c) To provide the measurement value of the surface roughness, Includes.
Owner:TRINAMIX GMBH

Plant body evaluation method and photographing device

To provide a technique capable of evaluating the state of stress on a plant body in more detail.SOLUTION: An evaluation method includes a measurement step and an evaluation step. The measurement step measures the state of a plant body at a plurality of different elapsed times. The measurement step includes an irradiation step of irradiating the plant body with a laser beam, a separation step of separating the laser beam with which the plant body is irradiated and that is reflected on the plant body into first linearly polarized light and second linearly polarized light, and simultaneously photographing the first linearly polarized light and the second linearly polarized light obtained through the separation in the separation step. The evaluation step evaluates a change with time of speckles in the first linearly polarized light and a change with time of speckles in the second linearly polarized light, from a plurality of speckle images acquired for a plurality of pieces of photographed data obtained through the photographing at the different elapsed times. The speckle images include the speckles in the first linearly polarized light and the speckles in the second linearly polarized light.SELECTED DRAWING: Figure 1
Owner:MIE UNIVERSITY