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Three-line structured light vision system for non-cooperative satellites in proximity operations 被引量:4
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作者 Yang LIU Zongwu XIE Hong LIU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第5期1494-1504,共11页
Adapter ring is a commonly used component in non-cooperative satellites,which has high strength and is suitable to be recognized and grasped by the space manipulator.During proximity operations,this circle feature may... Adapter ring is a commonly used component in non-cooperative satellites,which has high strength and is suitable to be recognized and grasped by the space manipulator.During proximity operations,this circle feature may be occluded by the robot arm or limited field of view.Moreover,the captured images may be underexposed when there is not enough illumination.To address these problems,this paper presents a structured light vision system with three line lasers and a monocular camera.The lasers project lines onto the surface of the satellite,and six break points are formed along both sides of the adapter ring.A closed-form solution for real-time pose estimation is given using these break points.Then,a virtual structured light platform is constructed to simulate synthetic images of the target satellite.Compared with the predefined camera parameters and relative positions,the proposed method is demonstrated to be more effective,especially at a close distance.Besides,a physical space verification system is set up to prove the effectiveness and robustness of our method under different light conditions.Experimental results indicate that it is a practical and effective method for the pose measurement of on-orbit tasks. 展开更多
关键词 Adapter ring Line detection Non-cooperative target Pose measurement Space robot structured light
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Flexible Calibration of a System through Portable Structured Light Surface Plane 被引量:3
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作者 GAO Wei WANG Liang HU Zhan-Yi 《自动化学报》 EI CSCD 北大核心 2008年第11期1358-1362,共5页
For a portable structured light system,it must be easy to use and fiexible.So the inconvenient and expensive equipment for calibration such as two or three orthogonal planes or extra fixed equipment should not be cons... For a portable structured light system,it must be easy to use and fiexible.So the inconvenient and expensive equipment for calibration such as two or three orthogonal planes or extra fixed equipment should not be considered.For the purpose of fast 3D acquisition,the projection matrices of a portable structured light system should be estimated.This paper proposes a flexible calibration method to meet the requirements of the portable structured light system through a surface plane.A calibration board is attached to the surface plane,and a reference pattern is also projected by an LCD projector onto the surface plane.The camera observes the surface plane at a few different positions.Then,the world-to-image point pairs for the camera and projector are obtained based on the cross ratio and epipolar geometry,and the system is thus calibrated.The experiments conducted for the proposed calibration method demonstrate its accuracy and robustness. 展开更多
关键词 Projector calibration camera calibration portable structured light system
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On-line detection system of weld-based rapid prototyping process based on structured light 被引量:2
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作者 李永哲 张广军 +1 位作者 熊俊 吴林 《China Welding》 EI CAS 2013年第1期1-5,共5页
In order to realize the closed-loop control for rapid prototyping process based on gas metal arc welding, the geometric parameters of weld beads should be detected. In this study, a vision sensor system consisting of ... In order to realize the closed-loop control for rapid prototyping process based on gas metal arc welding, the geometric parameters of weld beads should be detected. In this study, a vision sensor system consisting of a linear laser projector and a CCD camera was designed to collect images of weld beads. Then, an image processing approach which combines with a Gaassian filter and an improved gravity method was used to extract the centerline of a light stripe based on VC ++. Feature points of the centerline were identical directly by means of an image fusion algorithm. Experimental results show that image fusion is an effective approach to measure the width and height of the weld bead with high accuracy. This method can identify beads effectively in multi-pass welding and avoid designing different modes to suit all kinds of shapes. 展开更多
关键词 weld-based rapid prototyping linear structured light image processing image fusion
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Microscopic structured light 3D imaging via a scattering lens
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作者 Wenjing Zhao Wei Chang +3 位作者 Youtao Wang Aiping Zhai Fei Liu Dong Wang 《Advanced Photonics Nexus》 2025年第6期12-18,共7页
Transforming a scattering medium into a lens for imaging very simple binary objects is possible;however,it remains challenging to image complex grayscale objects,let alone measure 3D continuous distribution objects.He... Transforming a scattering medium into a lens for imaging very simple binary objects is possible;however,it remains challenging to image complex grayscale objects,let alone measure 3D continuous distribution objects.Here,we propose and demonstrate the use of a ground glass diffuser as a scattering lens for imaging complex grayscale fringes,and we employ it to achieve microscopic structured light 3D imaging(MSL3DI).The ubiquitous property of the speckle patterns permits the exploitation of the scattering medium as an ultra-thin scattering lens with a variable focal length and a flexible working distance for microscale object measurement.The method provides a light,flexible,and cost-effective imaging device as an alternative to microscope objectives or telecentric lenses in conventional MSL3DI systems.We experimentally demonstrate that employing a scattering lens allows us to achieve relatively good phase information and robust 3D imaging from depth measurements,yielding measurement accuracy only marginally lower than that of a telecentric lens,typically within approximately 10μm.Furthermore,the scattering lens demonstrates robust performance even when the imaging distance exceeds the typical working distance of a telecentric lens.The proposed method facilitates the application of scattering imaging techniques,providing a more flexible solution for MSL3DI. 展开更多
关键词 3D imaging scattering lens microscopic structured light imaging scattering imaging microscale object measurement.
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The Calibration Method of Line Structured Light Sensor for Integrated Position and Pose Detection of Highway Guardrail Inspection Robots
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作者 WANG Rui BAI Jiadi +4 位作者 XUE Yingqi PENG Lu FENG Xiaofan DING Ailing WEI Baojiang 《Wuhan University Journal of Natural Sciences》 2025年第4期367-378,共12页
The accuracy of center height detection for corrugated beam guardrails is significantly affected by robot posture in the mobile highway guardrail detection systems based on structured light vision.To address the probl... The accuracy of center height detection for corrugated beam guardrails is significantly affected by robot posture in the mobile highway guardrail detection systems based on structured light vision.To address the problem,this paper proposes an integrated calibration method for structured light vision sensors.In the proposed system,the sensor is mounted on a crawler-type mobile robot,which scans and measures the center height of guardrails while in motion.However,due to external disturbances such as uneven road surfaces and vehicle vibrations,the posture of the robot may deviate,causing displacement of the sensor platform and resulting in spatial 3D measurement errors.To overcome this issue,the system integrates inertial measurement unit(IMU)data into the sensor calibration process,enabling realtime correction of posture deviations through sensor fusion.This approach achieves a unified calibration of the structured light vision system,effectively compensates for posture-induced errors,and enhances detection accuracy.A prototype was developed and tested in both laboratory and real highway environments.Experimental results demonstrate that the proposed method enables accurate center height detection of guardrails under complex road conditions,significantly reduces posture-related measurement errors,and greatly improves the efficiency and reliability of traditional detection methods. 展开更多
关键词 highway corrugated guardrail structured light visual scanning structured light sensor calibration guardrail detection robot robot motion posture parameters
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Spiral-galaxies-inspired structured light and optical trapping
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作者 YUFENG SUN LU PENG +8 位作者 JIONGCHAO ZENG JUN YAO YIDONG LIU SHENG SUN WEN XIAO YUXUAN REN HUANYANG CHEN JUN HU YUANJIE YANG 《Photonics Research》 2025年第12期I0030-I0036,共7页
Spiral galaxies are the most common type of galaxies in the universe,and most spiral galaxies contain a supermassive black hole in their center.However,thus far,the formation of spiral galaxies is still not fully unde... Spiral galaxies are the most common type of galaxies in the universe,and most spiral galaxies contain a supermassive black hole in their center.However,thus far,the formation of spiral galaxies is still not fully understood,and especially,what determines the number of spiral arms is still an open question as well.Here,inspired by fascinating spiral galaxies,we demonstrate that such a spiral-galaxy-shaped optical field can be generated by interference of a vortex wave and a trumpet wave.Interestingly,we show it is the topological charge of the vortex wave that determines the number of spiral arms in our model. 展开更多
关键词 structured light vortex wave trumpet waveinterestinglywe spiral galaxieswe optical trapping spiral arms spiral galaxies supermassive black hole
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General structured light generation based on a programmable linearly polarized mode synthesizer
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作者 Wei Chen Fang Ren +5 位作者 Yuyang Gao Xiaofeng Li Dawei Ge Zhangyuan Chen Yongqi He Juhao Li 《High Power Laser Science and Engineering》 2025年第5期127-135,共9页
Fiber-based structured light including cylindrical vector beams(CVBs)and orbital angular momentum(OAM)has gained significant interest for its unique properties.In this work,we propose the concept of a programmable lin... Fiber-based structured light including cylindrical vector beams(CVBs)and orbital angular momentum(OAM)has gained significant interest for its unique properties.In this work,we propose the concept of a programmable linearly polarized(LP)-mode synthesizer for general structured light generation,in which an LP-mode pool supporting independent and selectable LP-mode output is first established,and then different CVB/OAM modes could be generated in a general way through polarization and phase control.We demonstrate a proof-of-concept LP-mode synthesizer based on a fiber ring laser characterized by a partial five-LP mode weakly coupled few-mode fiber(FMF)cavity and an arbitrary LP-mode switch array.Various CVB/OAM beams including TE_(01),TM_(01),OAM_(±1)and OAM_(±2)modes are successfully generated.This approach provides new insights into mode manipulation methods,potentially enhancing the performance of optical quantum communications,optical fiber sensing and optical trapping applications. 展开更多
关键词 cylindrical vector beam fiber laser mode manipulation orbital angular momentum structured light
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Optical chirality of vortex structured light in a temporal medium
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作者 YIYU SHI ZHIWEI CUI +4 位作者 MINGKAI DENG JUNTING HE CHENCHENG RAN MINGJIAN CHENG XINXING ZHOU 《Photonics Research》 2025年第12期I0001-I0008,共8页
The optical chirality of vortex structured light has attracted more and more attention in recent years due to its fascinating properties and wide potential applications.Such an issue is typically studied in a spatial ... The optical chirality of vortex structured light has attracted more and more attention in recent years due to its fascinating properties and wide potential applications.Such an issue is typically studied in a spatial medium.This work is devoted to the study of the optical chirality of vortex structured light in the temporal medium with timevarying permittivity.A full vector theoretical model is developed to describe the optical chirality of LaguerreGaussian(LG)vortex light beams that undergo the temporal reflection and transmission. 展开更多
关键词 vortex structured light time varying permittivity full vector theoretical model temporal medium temporal refl optical chirality
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High Curvature Stripe Profile Extraction Algorithm of Line Structured Light Measuring System
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作者 孙昊 杜宣 +2 位作者 吕娜 崔斌 赵辉 《Journal of Shanghai Jiaotong university(Science)》 EI 2023年第5期560-568,共9页
In the line structured light measuring system, the accuracy of the process of laser stripe directly affects the measurement results. Therefore, the extraction algorithm for the laser stripe, especially the surface wit... In the line structured light measuring system, the accuracy of the process of laser stripe directly affects the measurement results. Therefore, the extraction algorithm for the laser stripe, especially the surface with high reflection and high curvature, is very important. The imaging principle of line structured light, the light intensity distribution law of laser stripe and the extraction algorithm have been studied, and a stripe profile extraction method based on real light intensity distribution has been proposed. In this algorithm, fast region of interest extraction, stripe width estimation, and adaptive filtering on the striped image are performed. Then the energy center of the stripe at the sub-pixel level is extracted. Finally, the low-quality center points are eliminated, and the context information is used to recover the missing central points. Simulated images generated based on the imaging principle of line structured light and real experimental images were used to evaluate the accuracy and repeatability of the proposed method. The results show that the method behaves excellently at the edges of high-curvature stripes;the maximum error is only 1.6 pixels, which is 1/10 of the classic Steger algorithm;the experiment repeatability is only 8.8 μm, which is 2.7 times that of the Steger method. Therefore, the proposed method improves the accuracy of object contour extraction, and it is especially suitable for contour detection of objects with high curvature. 展开更多
关键词 profile measurement line structured light profile extraction SUB-PIXEL high curvature
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Generation of structure light in probe absorption spectrum via microwave-driven Y-type atomic system
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作者 Muhammad Saeed Muqaddar Abbas 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第12期367-371,共5页
Behavior of structure light is investigated by monitoring probe absorption using a microwave-driven Y-type atomic media configuration.The system under consideration is driven by one of the control vortex beams as well... Behavior of structure light is investigated by monitoring probe absorption using a microwave-driven Y-type atomic media configuration.The system under consideration is driven by one of the control vortex beams as well as an extra non-vortex control beam to ensure electromagnetically induced transparency.The significant aspect in the generation of structured light is the azimuthal phase-dependent modification for probe absorption.Further intensity distribution for absorption spectra is examined for simultaneously evaluating both the control vortex beams.We also go through the radial distribution of intensity for various orbital angular momentum values.Different modes of structural beams may be distinguished using the suggested approach.Our research gives us a way for rapidly transferring vortex wavefronts from control field to probe absorption profile.This could be useful in quantum information processing. 展开更多
关键词 structure light vortex beam
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Multi-View Structured Light 3D Measurement System
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作者 LU Ping ZHANG Yingjie +2 位作者 DENG Fangwei LIU Wei HUANG Shijun 《ZTE Communications》 2024年第4期53-58,共6页
Vision-based measurement technology benefits high-quality manufacturers through improved dimensional precision,enhanced geo-metric tolerance,and increased product yield.The monocular 3D structured light visual sensing... Vision-based measurement technology benefits high-quality manufacturers through improved dimensional precision,enhanced geo-metric tolerance,and increased product yield.The monocular 3D structured light visual sensing method is popular for detecting online parts since it can reach micron-meter depth accuracy.However,the line-of-sight requirement of a single viewpoint vision system often fails when hiding occurs due to the object’s surface structure,such as edges,slopes,and holes.To address this issue,a multi-view 3D structured light vi-sion system is proposed in this paper to achieve high accuracy,i.e.,Z-direction repeatability,and reduce hiding probability during mechani-cal dimension measurement.The main contribution of this paper includes the use of industrial cameras with high resolution and high frame rates to achieve high-precision 3D reconstruction.Moreover,a multi-wavelength(heterodyne)phase expansion method is employed for high-precision phase calculation.By leveraging multiple industrial cameras,the system overcomes field of view occlusions,thereby broadening the 3D reconstruction field of view.Finally,the system achieves a Z-axis repetition accuracy of 0.48µm. 展开更多
关键词 3D measurement structured light MULTI-VIEW
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Nonlinear optics with structured light 被引量:14
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作者 Wagner Tavares Buono Andrew Forbes 《Opto-Electronic Advances》 SCIE EI 2022年第6期1-19,共19页
The interest in tailoring light in all its degrees of freedom is steadily gaining traction,driven by the tremendous developments in the toolkit for the creation,control and detection of what is now called structured l... The interest in tailoring light in all its degrees of freedom is steadily gaining traction,driven by the tremendous developments in the toolkit for the creation,control and detection of what is now called structured light.Because the complexity of these optical fields is generally understood in terms of interference,the tools have historically been linear optical elements that create the desired superpositions.For this reason,despite the long and impressive history of nonlinear optics,only recently has the spatial structure of light in nonlinear processes come to the fore.In this review we provide a concise theoretical framework for understanding nonlinear optics in the context of structured light,offering an overview and perspective on the progress made,and the challenges that remain. 展开更多
关键词 wave mixing parametric conversion high harmonic generation structured light photonic crystals HOLOGRAPHY nonlinear optics second harmonic generation metasurfaces
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Seam Tracking and Visual Control for Robotic Arc Welding Based on Structured Light Stereovision 被引量:6
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作者 De Xu, Min Tan, Xiaoguang Zhao, Zhiguo Tu Laboratory of Complex Systems and Intelligence Science, Institute of Automation, Chinese Academy of Sciences, Beijing 100080, PRC 《International Journal of Automation and computing》 EI 2004年第1期63-75,共13页
A real-time arc welding robot visual control system based on a local network with a multi-level hierarchy is developed in this paper. It consists of an intelligence and human-machine interface level, a motion planning... A real-time arc welding robot visual control system based on a local network with a multi-level hierarchy is developed in this paper. It consists of an intelligence and human-machine interface level, a motion planning level, a motion control level and a servo control level. The last three levels form a local real-time open robot controller, which realizes motion planning and motion control of a robot. A camera calibration method based on the relative movement of the end-effector connected to a robot is proposed and a method for tracking weld seam based on the structured light stereovision is provided. Combining the parameters of the cameras and laser plane, three groups of position values in Cartesian space are obtained for each feature point in a stripe projected on the weld seam. The accurate three-dimensional position of the edge points in the weld seam can be calculated from the obtained parameters with an information fusion algorithm. By calculating the weld seam parameter from position and image data, the movement parameters of the robot used for tracking can be determined. A swing welding experiment of type V groove weld is successfully conducted, the results of which show that the system has high resolution seam tracking in real-time, and works stably and efficiently. 展开更多
关键词 REAL time control visual control structured light vision camera and laser calibration weld seam tracking robotic arc welding
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SEGMENTATION ALGORITHM BASED ON EDGE-SEARCHING FOR MULTI-LINEAR STRUCTURED LIGHT IMAGES 被引量:4
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作者 LIU Baohua LI Bing JIANG Zhuangde 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第3期468-470,共3页
Aiming at the problem that the existence of disturbances on the edges of light-stripe makes the segmentation of the light-stripes images difficult, a new segmentation algorithm based on edge-searching is presented. It... Aiming at the problem that the existence of disturbances on the edges of light-stripe makes the segmentation of the light-stripes images difficult, a new segmentation algorithm based on edge-searching is presented. It firstly calculates every edge pixel's horizontal coordinate grads to produce the corresponding grads-edge, then uses a designed length-variable l D template to scan the light-stripes' grads-edges. The template is able to find the disturbances with different width utilizing the distributing character of the edge disturbances. The found disturbances are eliminated finally. The algorithm not only can smoothly segment the light-stripes images, but also eliminate most disturbances on the light-stripes' edges without damaging the light-stripes images' 3D information. A practical example of using the proposed algorithm is given in the end. It is proved that the efficiency of the algorithm has been improved obviously by comparison. 展开更多
关键词 structured light Image segmentation Disturbances Edge-searching
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Nonlinear effect of the structured light profilometry in the phase-shifting method and error correction 被引量:3
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作者 张万祯 陈浙泊 +2 位作者 夏彬峰 林斌 曹向群 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第4期324-329,共6页
Digital structured light (SL) profilometry is increasingly used in three-dimensional (3D) measurement technology. However, the nonlinearity of the off-the-shelf projectors and cameras seriously reduces the measure... Digital structured light (SL) profilometry is increasingly used in three-dimensional (3D) measurement technology. However, the nonlinearity of the off-the-shelf projectors and cameras seriously reduces the measurement accuracy. In this paper, first, we review the nonlinear effects of the projector-camera system in the phase-shifting structured light depth measurement method. We show that high order harmonic wave components lead to phase error in the phase-shifting method. Then a practical method based on frequency domain filtering is proposed for nonlinear error reduction. By using this method, the nonlinear calibration of the SL system is not required. Moreover, both the nonlinear effects of the projector and the camera can be effectively reduced. The simulations and experiments have verified our nonlinear correction method. 展开更多
关键词 structured light profilometry depth measurement phase-shifting algorithm nonlinear effect
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Viewpoint Planning for Freeform Surface Inspection Using Plane Structured Light Scanners 被引量:2
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作者 Qian Wu Wei Zou De Xu 《International Journal of Automation and computing》 EI CSCD 2016年第1期42-52,共11页
This paper proposes an automatic model-based viewpoint planning method, which can achieve high precision and high efficiency for freeform surfaces inspection using plane structured light scanners. The surface model is... This paper proposes an automatic model-based viewpoint planning method, which can achieve high precision and high efficiency for freeform surfaces inspection using plane structured light scanners. The surface model is utilized in stereolithography format, which is widely used as an industrial standard. The proposed method consists of 4 steps: topology reconstruction, mesh refinement, scan direction determination and viewpoint generation. In the first step, the topology structure of the surface model is reconstructed according to a designed data structure, based on which a neighborhood search algorithm is developed. In the second step, big facets in the surface model are segmented into several small ones, which are suitable for viewpoint planning. In the third step, an initial scan region of a viewpoint is grouped by the neighborhood search algorithm combining with total area and normal vector restrictions. Accordingly, the scan direction is determined by the normal vectors of facets in the initial scan region. In the fourth step, the position, the orientation, and the final scan region of the viewpoint are determined by 4 scan constraints, i.e., field of view, working distance range, view angle and overlap. Experimental results verify the effectiveness and advantages of the proposed method. 展开更多
关键词 Freeform surface 3D measurement structured light scanner stereolithography (STL) viewpoint planning.
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Calibration method for multi-line structured light vision sensor based on Plücker line 被引量:2
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作者 QIN Guan-yu WANG Xiang-jun YIN Lei 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2020年第2期103-111,共9页
For the rapid calibration of multi-line structured light system,a method based on Plücker line was proposed.Most of the conventional line-structured light calibration methods extract the feature points and transf... For the rapid calibration of multi-line structured light system,a method based on Plücker line was proposed.Most of the conventional line-structured light calibration methods extract the feature points and transform the coordinates of points to obtain the plane equation.However,a large number of points lead to complicated operation which is not suitable for the application scenarios of multi-line structured light.To solve this issue,a new calibration method was proposed that applied the form of Plücker matrix throughout the whole calibration process,instead of using the point characteristics directly.The advantage of this method is that the light plane equation can be obtained quickly and accurately in the camera coordinate frame.Correspondingly a planar target particularly for calibrating multi-line structured light was also designed.The regular lines were transformed into Plücker lines by extending the two-dimensional image plane and defining a new image space.To transform the coordinate frame of Plücker lines,the perspective projection mathematical model was re-expressed based on the Plücker matrix.According to the properties of the line and plane in the Plücker space,a linear matrix equation was efficiently constructed by combining the Plücker matrices of several coplanar lines so that the line-structured light plane equation could be furtherly solved.The experiments performed validate the proposed method and demonstrate the significant improvement in the calibration accuracy,when the test distance is 1.8 m,the root mean square(RMS)error of the three-dimensional point is within 0.08 mm. 展开更多
关键词 multi-line structured light Plücker line CALIBRATION perspective projection plane fitting
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Research on Visual Detection Algorithm for Groove Feature Sizes by Means of Structured Light Projection 被引量:2
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作者 ZHA Anfei LU Yonghua +1 位作者 WANG Mingxin ZHU Huayu 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2022年第3期367-378,共12页
The visual inspection is an economical and effective method for welding. For measuring the feature sizes of grooves,a method based on line structured light is presented. Firstly,an adaptive algorithm to extract the su... The visual inspection is an economical and effective method for welding. For measuring the feature sizes of grooves,a method based on line structured light is presented. Firstly,an adaptive algorithm to extract the subpixel centerline of structured light stripes is introduced to deal with the uneven width and grayscale distributions of laser stripes,which is based on the quadratic weighted grayscale centroid. By means of region-of-interest(ROI)division and image difference,an image preprocessing algorithm is developed for filtering noise and improving image quality. Furthermore,to acquire geometrical dimensions of various grooves and groove types precisely,the subpixel feature point extraction algorithm of grooves is designed. Finally, experimental results of feature size measuring show that the absolute error of measurement is 0.031—0.176 mm,and the relative error of measurement is 0.2%—3.6%. 展开更多
关键词 groove measurement line structured light centerline extraction feature point extraction
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Generation of structured light beams with polarization variation along arbitrary spatial trajectories using tri-layer metasurfaces 被引量:5
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作者 Tong Nan Huan Zhao +3 位作者 Jinying Guo Xinke Wang Hao Tian Yan Zhang 《Opto-Electronic Science》 2024年第5期1-11,共11页
Conventionally,the spatially structured light beams produced by metasurfaces primarily highlight the polarization modulation of the beams propagating along the optical axis or the beams'spatial transmission trajec... Conventionally,the spatially structured light beams produced by metasurfaces primarily highlight the polarization modulation of the beams propagating along the optical axis or the beams'spatial transmission trajectory.In particular,along the optical axis,the polarization state is either constant or varies continuously in each output plane.Here,we develop innovative spatially structured light beams with continually changing polarization along any arbitrary spatial transmission trajectories.With tri-layer metallic metasurfaces,the geometric characteristics of each layer structure can be adjusted to modulate the phase and polarization state of the incident terahertz(THz)wave.The beam will converge to the predefined trajectory along several paths to generate a Bessel-like beam with longitudinal polarization changes.We demonstrate the versatility of the approach by designing two THz-band structured light beams with varying polarization states along the spatial helical transmission trajectory.Continuous linear polarization changes and linear polarization to right circular polarization(RCP)and back to linear polarization changes are realized respectively.The experimental results are basically consistent with the simulated results.Our proposal for arbitrary trajectory structured light beams with longitudinally varying polarization offers a practical method for continuously regulating the characteristics of spatial structured light beams with non-axial transmission.This technique has potential uses in optical encryption,particle manipulation,and biomedical imaging. 展开更多
关键词 structured light beam tri-layer metallic metasurface longitudinal polarization non-axial transmission
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Three-Dimensional Measurement Using Structured Light Based on Deep Learning 被引量:2
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作者 Tao Zhang Jinxing Niu +2 位作者 Shuo Liu Taotao Pan Brij B.Gupta 《Computer Systems Science & Engineering》 SCIE EI 2021年第1期271-280,共10页
Three-dimensional(3D)reconstruction using structured light projection has the characteristics of non-contact,high precision,easy operation,and strong real-time performance.However,for actual measurement,projection mod... Three-dimensional(3D)reconstruction using structured light projection has the characteristics of non-contact,high precision,easy operation,and strong real-time performance.However,for actual measurement,projection modulated images are disturbed by electronic noise or other interference,which reduces the precision of the measurement system.To solve this problem,a 3D measurement algorithm of structured light based on deep learning is proposed.The end-to-end multi-convolution neural network model is designed to separately extract the coarse-and fine-layer features of a 3D image.The point-cloud model is obtained by nonlinear regression.The weighting coefficient loss function is introduced to the multi-convolution neural network,and the point-cloud data are continuously optimized to obtain the 3D reconstruction model.To verify the effectiveness of the method,image datasets of different 3D gypsum models were collected,trained,and tested using the above method.Experimental results show that the algorithm effectively eliminates external light environmental interference,avoids the influence of object shape,and achieves higher stability and precision.The proposed method is proved to be effective for regular objects. 展开更多
关键词 3D reconstruction structured light deep learning feature extraction
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