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CN117589302B - Three-dimensional high-speed compression imaging method and system - Google Patents

Three-dimensional high-speed compression imaging method and system Download PDF

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CN117589302B
CN117589302B CN202311573003.XA CN202311573003A CN117589302B CN 117589302 B CN117589302 B CN 117589302B CN 202311573003 A CN202311573003 A CN 202311573003A CN 117589302 B CN117589302 B CN 117589302B
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CN117589302A (en
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刘星
吴华铮
王理顺
曹淼
袁鑫
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Westlake University
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01JMEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00Spectrometry; Spectrophotometry; Monochromators; Measuring colours
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01JMEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00Spectrometry; Spectrophotometry; Monochromators; Measuring colours
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    • G01J3/0205Optical elements not provided otherwise, e.g. optical manifolds, diffusers, windows
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01JMEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/02Details
    • G01J3/0205Optical elements not provided otherwise, e.g. optical manifolds, diffusers, windows
    • G01J3/0229Optical elements not provided otherwise, e.g. optical manifolds, diffusers, windows using masks, aperture plates, spatial light modulators or spatial filters, e.g. reflective filters

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Abstract

本申请提出了一种三维高速压缩成像方法及系统,该方案利用条纹投影仪朝向三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪的循环张数N同于图像压缩比M;每张成像图像通过成像镜头抵达空间光调制器被编码得到对应的编码图像,其中空间光调制器上加载M张不同的二值掩码;N张编码图像通过远心镜头被相机单次曝光采集得到编码压缩图像,利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像,克服了原有投影三维成像装置无法应用于高速运动三维物体场景的拍摄的问题,实现了三维物体的快速成像。

The present application proposes a three-dimensional high-speed compression imaging method and system, which uses a stripe projector to sequentially project N projection stripes of different phases toward a three-dimensional object to obtain an imaging image, wherein the number of cycles N of the stripe projector is set to be equal to the image compression ratio M; each imaging image reaches a spatial light modulator through an imaging lens and is encoded to obtain a corresponding encoded image, wherein M different binary masks are loaded on the spatial light modulator; the N encoded images are collected by a camera through a telecentric lens with a single exposure to obtain an encoded compressed image, and a three-dimensional compression reconstruction algorithm is used to perform three-dimensional reconstruction on the encoded compressed image to obtain a reconstructed three-dimensional high-speed image, thereby overcoming the problem that the original projection three-dimensional imaging device cannot be applied to the shooting of high-speed moving three-dimensional object scenes, and realizing the rapid imaging of three-dimensional objects.

Description

一种三维高速压缩成像方法及系统A three-dimensional high-speed compression imaging method and system

技术领域Technical Field

本申请涉及压缩成像技术领域,特别是涉及一种三维高速压缩成像方法及系统。The present application relates to the field of compression imaging technology, and in particular to a three-dimensional high-speed compression imaging method and system.

背景技术Background Art

三维成像技术是指获取物体表面各点三维坐标及其他表面特性的技术,其在工业制造与检测、生物医学检测、公共安全监测和消费电子等领域有着广泛的应用前景。条纹投影三维成像技术是其中一种重要的技术,由于条纹投影三维成像技术具有非接触、高分辨、高效率、低成本等优势,故其已作为当前三维成像的主要方法之一。Three-dimensional imaging technology refers to the technology of obtaining the three-dimensional coordinates of each point on the surface of an object and other surface characteristics. It has broad application prospects in industrial manufacturing and testing, biomedical testing, public safety monitoring and consumer electronics. Fringe projection three-dimensional imaging technology is one of the important technologies. Due to its advantages of non-contact, high resolution, high efficiency and low cost, it has become one of the main methods of three-dimensional imaging.

当前条纹投影三维成像技术采用基于空间光调制器的投影仪进行条纹投影与高速相机进行条纹图像采集,通过投影相位与投影仪物面坐标成线性关系的正弦条纹,利用条纹的相位对投影仪物面坐标进行编码,对采集后的图像利用条纹投影重建算法进行相机解包裹与三维图像重建。但基于空间光调制器的投影仪投影条纹的帧率可达到20000fps以上,但相机的采集帧率一般为10-800fps,相机的采集帧率远远的小于投影仪的投影条纹的帧率,使得条纹投影三维成像的速度受到了相机的极大制约,这严重限制了条纹投影三维成像技术在高速场景的实际应用。The current fringe projection 3D imaging technology uses a projector based on a spatial light modulator to perform fringe projection and a high-speed camera to collect fringe images. By projecting sinusoidal fringes whose phase is linearly related to the projector's object coordinates, the phase of the fringes is used to encode the projector's object coordinates, and the fringe projection reconstruction algorithm is used to perform camera unwrapping and 3D image reconstruction on the collected image. However, the frame rate of the projected fringes by the spatial light modulator-based projector can reach more than 20,000fps, but the camera's acquisition frame rate is generally 10-800fps, which is much lower than the frame rate of the projected fringes by the projector. As a result, the speed of fringe projection 3D imaging is greatly restricted by the camera, which seriously limits the practical application of fringe projection 3D imaging technology in high-speed scenes.

发明内容Summary of the invention

本申请实施例提供了一种三维高速压缩成像方法及系统,针对目前技术中提出的条纹投影三维成像技术的速度受到相机采集帧率限制的问题,提出了三维高速压缩成像的方法,可以实现三维高速场景的成像。The embodiments of the present application provide a three-dimensional high-speed compressed imaging method and system. In view of the problem that the speed of the fringe projection three-dimensional imaging technology proposed in the current technology is limited by the camera acquisition frame rate, a three-dimensional high-speed compressed imaging method is proposed, which can realize the imaging of three-dimensional high-speed scenes.

第一方面,本申请提供了一种三维高速压缩成像方法,包括:条纹投影仪朝向三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪的循环张数N同于图像压缩比M;每张成像图像通过成像镜头抵达空间光调制器被编码得到对应的编码图像,其中空间光调制器上加载M张不同的二值掩码;N张编码图像通过远心镜头被相机单次曝光采集得到编码压缩图像;利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。In a first aspect, the present application provides a three-dimensional high-speed compressed imaging method, comprising: a stripe projector sequentially projects N projection stripes of different phases toward a three-dimensional object to obtain an imaging image, wherein the number of cycles N of the stripe projector is set to be equal to the image compression ratio M; each imaging image reaches a spatial light modulator through an imaging lens and is encoded to obtain a corresponding encoded image, wherein M different binary masks are loaded on the spatial light modulator; the N encoded images are collected by a camera through a telecentric lens with a single exposure to obtain an encoded compressed image; and a three-dimensional compression reconstruction algorithm is used to perform three-dimensional reconstruction on the encoded compressed image to obtain a reconstructed three-dimensional high-speed image.

第二方面,本申请提供了一种三维高速压缩成像系统,包括:三维高速压缩成像装置,其中所述三维高速压缩成像装置包括条纹投影仪、成像镜头、相机、远心镜头、空间光调制器以及控制单元,条纹投影仪和成像镜头之间形成放置三维物体的三维成像空间,成像镜头、空间光调制器、远心镜头以及相机沿着成像光路依次设置,条纹投影仪朝向三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪的循环张数N同于图像压缩比M,每张成像图像通过成像镜头抵达空间光调制器被编码得到对应的编码图像,其中空间光调制器上加载M张不同的二值掩码,N张编码图像通过远心镜头被相机单次曝光采集得到编码压缩图像;In a second aspect, the present application provides a three-dimensional high-speed compression imaging system, comprising: a three-dimensional high-speed compression imaging device, wherein the three-dimensional high-speed compression imaging device comprises a stripe projector, an imaging lens, a camera, a telecentric lens, a spatial light modulator and a control unit, a three-dimensional imaging space for placing a three-dimensional object is formed between the stripe projector and the imaging lens, the imaging lens, the spatial light modulator, the telecentric lens and the camera are arranged in sequence along the imaging light path, the stripe projector sequentially projects N projection stripes of different phases toward the three-dimensional object to obtain an imaging image, wherein the number of cycles N of the stripe projector is set to be the same as the image compression ratio M, each imaging image reaches the spatial light modulator through the imaging lens and is encoded to obtain a corresponding encoded image, wherein M different binary masks are loaded on the spatial light modulator, and the N encoded images are collected by the camera through a single exposure through the telecentric lens to obtain an encoded compressed image;

计算单元,用于利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。The computing unit is used to perform three-dimensional reconstruction on the coded compressed image by using a three-dimensional compression reconstruction algorithm to obtain a reconstructed three-dimensional high-speed image.

第三方面,本申请提供了一种可读存储介质,可读存储介质中存储有计算机程序,计算机程序包括用于控制过程以执行过程的程序代码,过程包括根据上述的三维高速压缩成像方法。In a third aspect, the present application provides a readable storage medium, in which a computer program is stored. The computer program includes a program code for controlling a process to execute a process, and the process includes the three-dimensional high-speed compression imaging method according to the above-mentioned method.

本发明的主要贡献和创新点如下:The main contributions and innovations of the present invention are as follows:

与现有技术相比,本申请在原有的投影条纹三维成像装置的基础上引入了图像压缩采集模块,采用条纹投影仪投影的N张投影条纹作用于三维物体,再利用空间光调制器对高速运动场景中的三维物体进行编码得到编码图像并被相机采集得到编码压缩图像,并利用优化设计的三维高速压缩成像的重建算法对采集的编码压缩图像进行三维重建以得到三维高速图像,以此方式克服了由于相机帧率限制而引起的成像速率的限制,该方案可用于高速运动场景下的三维物体的快速成像。Compared with the prior art, the present application introduces an image compression acquisition module based on the original projection stripe three-dimensional imaging device, uses N projection stripes projected by a stripe projector to act on a three-dimensional object, and then uses a spatial light modulator to encode the three-dimensional object in a high-speed motion scene to obtain a coded image, which is then acquired by a camera to obtain a coded compressed image, and uses an optimized three-dimensional high-speed compression imaging reconstruction algorithm to perform three-dimensional reconstruction on the acquired coded compressed image to obtain a three-dimensional high-speed image. In this way, the limitation of imaging rate caused by the camera frame rate limitation is overcome, and the scheme can be used for fast imaging of three-dimensional objects in high-speed motion scenes.

本申请的一个或多个实施例的细节在以下附图和描述中提出,以使本申请的其他特征、目的和优点更加简明易懂。Details of one or more embodiments of the present application are set forth in the following drawings and description to make other features, objects, and advantages of the present application more readily apparent.

附图说明BRIEF DESCRIPTION OF THE DRAWINGS

此处所说明的附图用来提供对本申请的进一步理解,构成本申请的一部分,本申请的示意性实施例及其说明用于解释本申请,并不构成对本申请的不当限定。在附图中:The drawings described herein are used to provide a further understanding of the present application and constitute a part of the present application. The illustrative embodiments of the present application and their descriptions are used to explain the present application and do not constitute an improper limitation on the present application. In the drawings:

图1是根据本申请实施例的三维高速压缩成像装置的框架示意图;FIG1 is a schematic diagram of a framework of a three-dimensional high-speed compression imaging device according to an embodiment of the present application;

图2是根据本申请实施例的三维高速压缩成像方法的成像示意图;FIG2 is a schematic diagram of imaging of a three-dimensional high-speed compression imaging method according to an embodiment of the present application;

图3是根据本申请实施例的三维高速压缩成像方法的重建算法的示意图;FIG3 is a schematic diagram of a reconstruction algorithm of a three-dimensional high-speed compression imaging method according to an embodiment of the present application;

图4是根据本申请实施例的三维高速压缩成像方法的流程示意图。FIG. 4 is a schematic flow chart of a three-dimensional high-speed compression imaging method according to an embodiment of the present application.

附图中:1-三维物体,2-条纹投影仪,3-成像镜头,4-相机,5-远心镜头,7-空间光调制器,8-控制单元。In the accompanying drawings: 1- three-dimensional object, 2- fringe projector, 3- imaging lens, 4- camera, 5- telecentric lens, 7- spatial light modulator, 8- control unit.

具体实施方式DETAILED DESCRIPTION

这里将详细的对示例性实施例进行说明,其示例表示在附图中。下面的描述涉及附图时,除非另有表示,不同附图中的相同数字表示相同或相似的要素。以下示例性实施例中所描述的实施方式并不代表与本说明书一个或多个实施例相一致的所有实施方式。相反,它们仅是与如所附权利要求书中所详述的、本说明书一个或多个实施例的一些方面相一致的装置和方法的例子。Here, exemplary embodiments will be described in detail, examples of which are shown in the accompanying drawings. When the following description refers to the drawings, unless otherwise indicated, the same numbers in different drawings represent the same or similar elements. The implementations described in the following exemplary embodiments do not represent all implementations consistent with one or more embodiments of this specification. Instead, they are only examples of devices and methods consistent with some aspects of one or more embodiments of this specification as detailed in the attached claims.

需要说明的是:在其他实施例中并不一定按照本说明书示出和描述的顺序来执行相应方法的步骤。在一些其他实施例中,其方法所包括的步骤可以比本说明书所描述的更多或更少。此外,本说明书中所描述的单个步骤,在其他实施例中可能被分解为多个步骤进行描述;而本说明书中所描述的多个步骤,在其他实施例中也可能被合并为单个步骤进行描述。It should be noted that: in other embodiments, the steps of the corresponding method are not necessarily performed in the order shown and described in this specification. In some other embodiments, the steps included in the method may be more or less than those described in this specification. In addition, a single step described in this specification may be decomposed into multiple steps for description in other embodiments; and multiple steps described in this specification may be combined into a single step for description in other embodiments.

由于传统的投影条纹三维成像装置的成像速度受到了相机采集帧率的极大制约,导致传统的投影条纹三维成像装置无法很好地适配于高速场景的三维成像。鉴于此实际问题,本发明在传统的投影三维成像装置的基础上引入了图像压缩采集模块,采用条纹投影仪投影的N张投影条纹作用于三维物体,再利用空间光调制器对高速运动场景中的三维物体进行编码得到编码图像并被相机采集得到编码压缩图像,并利用优化设计的三维高速压缩成像的重建算法对采集的编码压缩图像进行三维重建以得到三维高速图像。Since the imaging speed of the traditional projection stripe 3D imaging device is greatly restricted by the camera acquisition frame rate, the traditional projection stripe 3D imaging device cannot be well adapted to the 3D imaging of high-speed scenes. In view of this practical problem, the present invention introduces an image compression acquisition module based on the traditional projection 3D imaging device, uses N projection stripes projected by a stripe projector to act on a 3D object, and then uses a spatial light modulator to encode the 3D object in the high-speed motion scene to obtain an encoded image and collect it by the camera to obtain an encoded compressed image, and uses an optimized designed 3D high-speed compressed imaging reconstruction algorithm to perform 3D reconstruction on the collected encoded compressed image to obtain a 3D high-speed image.

实施例一Embodiment 1

如图1所示,本方案提供了一种三维高速压缩成像装置,该三维高速压缩成像装置包括:条纹投影仪2、成像镜头3、相机4、远心镜头5、空间光调制器7以及控制单元8,条纹投影仪2和成像镜头3之间形成放置三维物体的三维成像空间,成像镜头3、空间光调制器7、远心镜头5以及相机4沿着成像光路依次设置,且控制单元8通信连接于条纹投影仪2以及空间光调制器7。本方案提供的三维高速压缩成像装置在传统的投影三维成像装置的基础上加入了由成像镜头3和空间光调制器7组成的图像压缩采集模块,通过图像压缩采集模块的设置克服了原有相机帧率难以匹配高速场景拍摄的问题。As shown in FIG1 , the present solution provides a three-dimensional high-speed compression imaging device, which includes: a stripe projector 2, an imaging lens 3, a camera 4, a telecentric lens 5, a spatial light modulator 7, and a control unit 8. A three-dimensional imaging space for placing three-dimensional objects is formed between the stripe projector 2 and the imaging lens 3. The imaging lens 3, the spatial light modulator 7, the telecentric lens 5, and the camera 4 are sequentially arranged along the imaging optical path, and the control unit 8 is communicatively connected to the stripe projector 2 and the spatial light modulator 7. The three-dimensional high-speed compression imaging device provided by the present solution adds an image compression acquisition module composed of an imaging lens 3 and a spatial light modulator 7 to the traditional projection three-dimensional imaging device. The setting of the image compression acquisition module overcomes the problem that the original camera frame rate is difficult to match high-speed scene shooting.

对应的,如图4所示,本方案提供了一种三维高速压缩成像方法,基于以上提及的三维高速压缩成像装置实现,包括以下步骤:Correspondingly, as shown in FIG4 , the present solution provides a three-dimensional high-speed compression imaging method, which is implemented based on the three-dimensional high-speed compression imaging device mentioned above, and includes the following steps:

条纹投影仪2朝向三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪2的循环张数N同于图像压缩比M;The fringe projector 2 sequentially projects N projection fringes of different phases toward the three-dimensional object to obtain an imaging image, wherein the number of cycles N of the fringe projector 2 is set to be equal to the image compression ratio M;

每张成像图像通过成像镜头3抵达空间光调制器7被编码得到对应的编码图像,其中空间光调制器7上加载M张不同的二值掩码;Each imaging image reaches the spatial light modulator 7 through the imaging lens 3 and is encoded to obtain a corresponding encoded image, wherein the spatial light modulator 7 is loaded with M different binary masks;

N张编码图像通过远心镜头5被相机4单次曝光采集得到编码压缩图像;N coded images are collected by the camera 4 through a single exposure through the telecentric lens 5 to obtain a coded compressed image;

利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。The coded compressed image is three-dimensionally reconstructed using a three-dimensional compression reconstruction algorithm to obtain a reconstructed three-dimensional high-speed image.

需要说明的是,条纹投影仪2每朝向三维物体投影一张相位的投影条纹得到一张成像图像时,触发空间光调制器编码一次。也就是说,每张成像图像对应编码得到一张编码图像。当空间光调制器7完成单次循环的M张编码图像的编码后,触发相机4单次曝光采集单次循环内的多张编码图像得到一张编码压缩图像,依次循环编码直到完成三维物体处于高速运动时的高速运动场景的拍摄。It should be noted that, each time the fringe projector 2 projects a phased projection fringe toward the three-dimensional object to obtain an imaging image, the spatial light modulator is triggered to encode once. In other words, each imaging image is encoded to obtain an encoded image. When the spatial light modulator 7 completes the encoding of the M encoded images in a single cycle, the camera 4 is triggered to collect multiple encoded images in a single cycle by single exposure to obtain a coded compressed image, and the encoding is cyclically coded in sequence until the shooting of the high-speed motion scene when the three-dimensional object is in high-speed motion is completed.

在“条纹投影仪2朝向三维物体依次投影N张不同相位的投影条纹得到成像图像”步骤中,设置条纹投影仪2向三维物体以投影循环的规律依次投影投影条纹,每一投影循环中的投影条纹的循环张数为N且同一投影循环内的投影条纹的相位彼此不相同。In the step of "the stripe projector 2 sequentially projects N projection stripes of different phases toward the three-dimensional object to obtain an imaging image", the stripe projector 2 is set to sequentially project projection stripes toward the three-dimensional object in a projection cycle pattern, the number of projection stripes in each projection cycle is N and the phases of the projection stripes in the same projection cycle are different from each other.

在实际拍摄过程中,将三维物体置于条纹投影仪2和成像镜头3之间的三维成像空间内进行成像拍摄。In the actual shooting process, the three-dimensional object is placed in the three-dimensional imaging space between the fringe projector 2 and the imaging lens 3 for imaging shooting.

如图2所示,在一具体实施例中,设置条纹投影仪2的循环张数为4,此时,每一投影循环内含有相移为0,π/2,π,3π/2的四张不同相位的投影条纹。本方案之所以设置循环张数同于图像压缩比,是为了保证在每张编码压缩图像中完成一个循环的条纹投影。As shown in FIG2 , in a specific embodiment, the number of cycles of the fringe projector 2 is set to 4. At this time, each projection cycle contains four projection fringes with different phases and phase shifts of 0, π/2, π, and 3π/2. The reason why the number of cycles is set to be the same as the image compression ratio in this solution is to ensure that a cycle of fringe projection is completed in each coded compressed image.

在“每张成像图像通过成像镜头3抵达空间光调制器7被编码得到对应的编码图像,其中空间光调制器7上加载M张不同的二值掩码”步骤中,设置条纹投影仪2每投影一次投影条纹时触发空间光调制器7进行一次编码,单投影循环内的每张成像图像对应一张二值编码。通过控制单元8控制条纹投影仪2实现条纹投影以及控制空间光调制器7的触发。In the step of "each imaging image reaches the spatial light modulator 7 through the imaging lens 3 and is encoded to obtain a corresponding encoded image, wherein the spatial light modulator 7 is loaded with M different binary masks", the stripe projector 2 is set to trigger the spatial light modulator 7 to encode once each time it projects a projection stripe, and each imaging image in a single projection cycle corresponds to a binary code. The stripe projector 2 is controlled by the control unit 8 to realize stripe projection and control the triggering of the spatial light modulator 7.

如图2所示,在一具体实施例中,四个相位的投影条纹投影到三维物体上得到四张成像图像,每张成像图像对应于空间光调制器7上的一个二值掩码进行编码后得到对应的编码图像。As shown in FIG. 2 , in a specific embodiment, projection fringes of four phases are projected onto a three-dimensional object to obtain four imaging images, and each imaging image is encoded corresponding to a binary mask on the spatial light modulator 7 to obtain a corresponding encoded image.

在“N张编码图像通过远心镜头5被相机4单次曝光采集得到编码压缩图像”步骤中,每当空间光调制器7完成一个投影循环内的图像编码得到N张编码图像后,触发相机4曝光采集N张编码图像得到一张编码压缩图像。通过控制单元8控制相机4的触发。In the step of "N coded images are collected by the camera 4 through a single exposure through the telecentric lens 5 to obtain a coded compressed image", each time the spatial light modulator 7 completes the image encoding in a projection cycle to obtain N coded images, the camera 4 is triggered to expose and collect the N coded images to obtain a coded compressed image. The triggering of the camera 4 is controlled by the control unit 8.

如图2所示,在一具体实施例中,相机4采集四张编码图像得到一张编码压缩图像。As shown in FIG. 2 , in a specific embodiment, the camera 4 captures four coded images to obtain one coded compressed image.

如图3所示,在“控制单元8利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像”步骤中,将编码压缩图像输入到经训练的三维图像重建模型中,其中三维图像重建模型对编码压缩图像进行解码得到N张解码图像,N张解码图像进行相位解包裹得到不同相位,基于不同相位进行三维重建得到重建后的三维高速图像。As shown in Figure 3, in the step of "the control unit 8 uses a three-dimensional compression reconstruction algorithm to perform three-dimensional reconstruction on the coded compressed image to obtain a reconstructed three-dimensional high-speed image", the coded compressed image is input into a trained three-dimensional image reconstruction model, wherein the three-dimensional image reconstruction model decodes the coded compressed image to obtain N decoded images, the N decoded images are phase unwrapped to obtain different phases, and three-dimensional reconstruction is performed based on the different phases to obtain a reconstructed three-dimensional high-speed image.

换言之,本方案的编码压缩图像是通过经过训练的三维图像重建模型的三维压缩重建方法进行重建。In other words, the coded compressed image of the present invention is reconstructed by a three-dimensional compression reconstruction method using a trained three-dimensional image reconstruction model.

需要说明的是,本方案提及的三维图像重建模型由三个部分组成:压缩图像重建算法、深度学习相机解包裹算法以及三维图像重建算法,其中压缩图像重建算法用于将编码压缩图像进行解码得到N张解码图像,且压缩图像重建算法使用现有视频图像即可进行训练,无需额外的数据标注;其中深度学习相机解包裹算法用于将N张解码图像进行相位解包裹得到不同相位,其中深度学习相机解包裹算法使用条纹图像与对应的相位解包裹后的图像进行一一对应的训练,训练模型可以是U-Net模型;其中三维图像重建算法用于基于不同相位进行三维重建得到重建后的三维高速图像,其通过位置标定与数学建模直接计算三维结构生成三维高速图像。It should be noted that the three-dimensional image reconstruction model mentioned in this scheme consists of three parts: a compressed image reconstruction algorithm, a deep learning camera unwrapping algorithm and a three-dimensional image reconstruction algorithm, wherein the compressed image reconstruction algorithm is used to decode the encoded compressed image to obtain N decoded images, and the compressed image reconstruction algorithm can be trained using existing video images without the need for additional data annotation; wherein the deep learning camera unwrapping algorithm is used to phase unwrapped N decoded images to obtain different phases, wherein the deep learning camera unwrapping algorithm uses the stripe image and the corresponding phase unwrapped image for one-to-one training, and the training model can be a U-Net model; wherein the three-dimensional image reconstruction algorithm is used to perform three-dimensional reconstruction based on different phases to obtain a reconstructed three-dimensional high-speed image, which directly calculates the three-dimensional structure through position calibration and mathematical modeling to generate a three-dimensional high-speed image.

需要说明的是,本方案可用于单张三维物体的成像,也可通过循环投影成像实现三维物体的高速运动场景的成像,由于本方案额外设置有空间光调制器进而使得本方案提供的三维高速压缩成像方法可以快速捕捉运动的三维物体。It should be noted that this solution can be used for imaging a single three-dimensional object, and can also realize imaging of high-speed motion scenes of three-dimensional objects through circular projection imaging. Since this solution is additionally provided with a spatial light modulator, the three-dimensional high-speed compression imaging method provided by this solution can quickly capture moving three-dimensional objects.

实施例二Embodiment 2

基于相同的构思,本申请还提出了一种三维高速压缩成像系统,包括:Based on the same concept, the present application also proposes a three-dimensional high-speed compression imaging system, comprising:

三维高速压缩成像装置,其中所述三维高速压缩成像装置包括条纹投影仪2、成像镜头3、相机4、远心镜头5、空间光调制器7以及控制单元8,条纹投影仪2和成像镜头3之间形成放置三维物体的三维成像空间,成像镜头3、空间光调制器7、远心镜头5以及相机4沿着成像光路依次设置,条纹投影仪2朝向位于三维成像空间的三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪2的循环张数N同于图像压缩比M,每张成像图像通过成像镜头3抵达空间光调制器7被编码得到对应的编码图像,其中空间光调制器7上加载M张不同的二值掩码,N张编码图像通过远心镜头5被相机4单次曝光采集得到编码压缩图像;A three-dimensional high-speed compression imaging device, wherein the three-dimensional high-speed compression imaging device comprises a stripe projector 2, an imaging lens 3, a camera 4, a telecentric lens 5, a spatial light modulator 7 and a control unit 8, a three-dimensional imaging space for placing a three-dimensional object is formed between the stripe projector 2 and the imaging lens 3, the imaging lens 3, the spatial light modulator 7, the telecentric lens 5 and the camera 4 are arranged in sequence along the imaging light path, the stripe projector 2 sequentially projects N projection stripes of different phases toward the three-dimensional object located in the three-dimensional imaging space to obtain an imaging image, wherein the number of cycles N of the stripe projector 2 is set to be the same as the image compression ratio M, each imaging image reaches the spatial light modulator 7 through the imaging lens 3 and is encoded to obtain a corresponding encoded image, wherein M different binary masks are loaded on the spatial light modulator 7, and the N encoded images are collected by the camera 4 through a single exposure through the telecentric lens 5 to obtain an encoded compressed image;

计算单元,用于利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。The computing unit is used to perform three-dimensional reconstruction on the coded compressed image by using a three-dimensional compression reconstruction algorithm to obtain a reconstructed three-dimensional high-speed image.

关于该三维高速压缩成像系统同于实施例一相同的内容在此不再累赘说明。The contents of the three-dimensional high-speed compression imaging system that are the same as those in the first embodiment will not be described in detail here.

实施例三Embodiment 3

本实施例还提供了一种可读存储介质,可读存储介质中存储有计算机程序,计算机程序包括用于控制过程以执行过程的程序代码,过程包括根据实施例一的三维高速压缩成像方法:This embodiment further provides a readable storage medium, in which a computer program is stored. The computer program includes a program code for controlling a process to execute a process. The process includes the three-dimensional high-speed compression imaging method according to the first embodiment:

条纹投影仪2朝向位于三维成像空间的三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪2的循环张数N同于图像压缩比M;The fringe projector 2 sequentially projects N projection fringes of different phases toward a three-dimensional object located in a three-dimensional imaging space to obtain an imaging image, wherein the number of cycles N of the fringe projector 2 is set to be equal to the image compression ratio M;

每张成像图像通过成像镜头3抵达空间光调制器7被编码得到对应的编码图像,其中空间光调制器7上加载M张不同的二值掩码;Each imaging image reaches the spatial light modulator 7 through the imaging lens 3 and is encoded to obtain a corresponding encoded image, wherein the spatial light modulator 7 is loaded with M different binary masks;

N张编码图像通过远心镜头5被相机4单次曝光采集得到编码压缩图像;N coded images are collected by the camera 4 through a single exposure through the telecentric lens 5 to obtain a coded compressed image;

利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。The coded compressed image is three-dimensionally reconstructed using a three-dimensional compression reconstruction algorithm to obtain a reconstructed three-dimensional high-speed image.

需要说明的是,本实施例中的具体示例可以参考上述实施例及可选实施方式中所描述的示例,本实施例在此不再赘述。It should be noted that the specific examples in this embodiment can refer to the examples described in the above embodiments and optional implementation modes, and this embodiment will not be described in detail here.

通常,各种实施例可以以硬件或专用电路、软件、逻辑或其任何组合来实现。本发明的一些方面可以以硬件来实现,而其他方面可以以可以由控制器、微处理器或其他计算设备执行的固件或软件来实现,但是本发明不限于此。尽管本发明的各个方面可以被示出和描述为框图、流程图或使用一些其他图形表示,但是应当理解,作为非限制性示例,本文中描述的这些框、装置、系统、技术或方法可以以硬件、软件、固件、专用电路或逻辑、通用硬件或控制器或其他计算设备或其某种组合来实现。In general, various embodiments may be implemented in hardware or dedicated circuits, software, logic, or any combination thereof. Some aspects of the invention may be implemented in hardware, while other aspects may be implemented in firmware or software that may be executed by a controller, microprocessor, or other computing device, but the invention is not limited thereto. Although various aspects of the invention may be shown and described as block diagrams, flow charts, or using some other graphical representation, it should be understood that, as non-limiting examples, the boxes, devices, systems, techniques, or methods described herein may be implemented in hardware, software, firmware, dedicated circuits or logic, general-purpose hardware or controllers or other computing devices, or some combination thereof.

本发明的实施例可以由计算机软件来实现,该计算机软件由移动设备的数据处理器诸如在处理器实体中可执行,或者由硬件来实现,或者由软件和硬件的组合来实现。包括软件例程、小程序和/或宏的计算机软件或程序(也称为程序产品)可以存储在任何装置可读数据存储介质中,并且它们包括用于执行特定任务的程序指令。计算机程序产品可以包括当程序运行时被配置为执行实施例的一个或多个计算机可执行组件。一个或多个计算机可执行组件可以是至少一个软件代码或其一部分。另外,在这一点上,应当注意,如图中的逻辑流程的任何框可以表示程序步骤、或者互连的逻辑电路、框和功能、或者程序步骤和逻辑电路、框和功能的组合。软件可以存储在诸如存储器芯片或在处理器内实现的存储块等物理介质、诸如硬盘或软盘等磁性介质、以及诸如例如DVD及其数据变体、CD等光学介质上。物理介质是非瞬态介质。Embodiments of the present invention can be implemented by computer software, which is executable by a data processor of a mobile device, such as in a processor entity, or implemented by hardware, or implemented by a combination of software and hardware. Computer software or programs (also referred to as program products) including software routines, applets and/or macros can be stored in any device readable data storage medium, and they include program instructions for performing specific tasks. Computer program products can include one or more computer executable components configured to perform embodiments when the program is running. One or more computer executable components can be at least one software code or a part thereof. In addition, at this point, it should be noted that any box of the logic flow in the figure can represent a program step, or interconnected logic circuits, boxes and functions, or a combination of program steps and logic circuits, boxes and functions. Software can be stored in physical media such as memory chips or storage blocks implemented in processors, magnetic media such as hard disks or floppy disks, and optical media such as, for example, DVDs and data variants thereof, CDs. Physical media are non-transient media.

本领域的技术人员应该明白,以上实施例的各技术特征可以进行任意的组合,为使描述简洁,未对上述实施例中的各个技术特征所有可能的组合都进行描述,然而,只要这些技术特征的组合不存在矛盾,都应当认为是本说明书记载的范围。Those skilled in the art should understand that the technical features of the above embodiments may be arbitrarily combined. To make the description concise, not all possible combinations of the technical features in the above embodiments are described. However, as long as there is no contradiction in the combination of these technical features, they should be considered to be within the scope of this specification.

以上实施例仅表达了本申请的几种实施方式,其描述较为具体和详细,但并不能因此而理解为对本申请范围的限制。应当指出的是,对于本领域的普通技术人员来说,在不脱离本申请构思的前提下,还可以作出若干变形和改进,这些都属于本申请的保护范围。因此,本申请的保护范围应以所附权利要求为准。The above embodiments only express several implementation methods of the present application, and the descriptions thereof are relatively specific and detailed, but they cannot be understood as limiting the scope of the present application. It should be pointed out that, for a person of ordinary skill in the art, several variations and improvements can be made without departing from the concept of the present application, and these all belong to the protection scope of the present application. Therefore, the protection scope of the present application shall be subject to the attached claims.

Claims (10)

1.一种三维高速压缩成像方法,其特征在于,包括:1. A three-dimensional high-speed compression imaging method, comprising: 条纹投影仪朝向三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪的循环张数N同于图像压缩比M;The fringe projector sequentially projects N projection fringes of different phases toward the three-dimensional object to obtain an imaging image, wherein the number of cycles N of the fringe projector is set to be equal to the image compression ratio M; 每张成像图像通过成像镜头抵达空间光调制器被编码得到对应的编码图像,其中空间光调制器上加载M张不同的二值掩码;Each imaging image reaches the spatial light modulator through the imaging lens and is encoded to obtain a corresponding encoded image, where M different binary masks are loaded on the spatial light modulator; N张编码图像通过远心镜头被相机单次曝光采集得到编码压缩图像;N coded images are collected by the camera in a single exposure through a telecentric lens to obtain a coded compressed image; 利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。The coded compressed image is three-dimensionally reconstructed using a three-dimensional compression reconstruction algorithm to obtain a reconstructed three-dimensional high-speed image. 2.根据权利要求1所述的三维高速压缩成像方法,其特征在于,条纹投影仪向三维物体以投影循环的规律依次投影投影条纹,每一投影循环中的投影条纹的循环张数为N且同一投影循环内的投影条纹的相位彼此不相同。2. The three-dimensional high-speed compression imaging method according to claim 1 is characterized in that the fringe projector projects projection fringes onto the three-dimensional object in sequence according to a projection cycle, the number of projection fringes in each projection cycle is N, and the phases of the projection fringes in the same projection cycle are different from each other. 3.根据权利要求2所述的三维高速压缩成像方法,其特征在于,条纹投影仪每投影一次投影条纹时触发空间光调制器进行一次编码,单次投影循环内的每张成像图像对应一张二值掩码。3. The three-dimensional high-speed compressed imaging method according to claim 2 is characterized in that the fringe projector triggers the spatial light modulator to perform encoding each time it projects a projection fringe, and each imaging image in a single projection cycle corresponds to a binary mask. 4.根据权利要求2所述的三维高速压缩成像方法,其特征在于,每当空间光调制器完成一个投影循环内的图像编码得到N张编码图像后,触发相机曝光采集N张编码图像得到一张编码压缩图像。4. The three-dimensional high-speed compressed imaging method according to claim 2 is characterized in that each time the spatial light modulator completes image encoding within a projection cycle to obtain N encoded images, the camera is triggered to expose and collect the N encoded images to obtain a encoded compressed image. 5.根据权利要求1所述的三维高速压缩成像方法,其特征在于,将编码压缩图像输入到经训练的三维图像重建模型中,其中三维图像重建模型对编码压缩图像进行解码得到N张解码图像,N张解码图像进行相位解包裹得到不同相位,基于不同相位进行三维重建得到重建后的三维高速图像。5. The three-dimensional high-speed compressed imaging method according to claim 1 is characterized in that the coded compressed image is input into a trained three-dimensional image reconstruction model, wherein the three-dimensional image reconstruction model decodes the coded compressed image to obtain N decoded images, the N decoded images are phase unwrapped to obtain different phases, and three-dimensional reconstruction is performed based on the different phases to obtain a reconstructed three-dimensional high-speed image. 6.根据权利要求2所述的三维高速压缩成像方法,其特征在于,条纹投影仪循环投影成像得到多张三维高速图像,应用于三维物体处于高速运动的运动场景的拍摄。6. The three-dimensional high-speed compression imaging method according to claim 2 is characterized in that a fringe projector cyclically projects images to obtain a plurality of three-dimensional high-speed images, which are applied to the shooting of a motion scene in which a three-dimensional object is in high-speed motion. 7.根据权利要求5所述的三维高速压缩成像方法,其特征在于,三维图像重建模型由三个部分组成:压缩图像重建算法、深度学习相机解包裹算法以及三维图像重建算法,其中压缩图像重建算法用于将编码压缩图像进行解码得到N张解码图像,深度学习相机解包裹算法用于将N张解码图像进行相位解包裹得到不同相位,三维图像重建算法用于基于不同相位进行三维重建得到重建后的三维高速图像,通过位置标定与数学建模直接计算三维结构生成三维高速图像。7. The three-dimensional high-speed compressed imaging method according to claim 5 is characterized in that the three-dimensional image reconstruction model consists of three parts: a compressed image reconstruction algorithm, a deep learning camera unwrapping algorithm and a three-dimensional image reconstruction algorithm, wherein the compressed image reconstruction algorithm is used to decode the encoded compressed image to obtain N decoded images, the deep learning camera unwrapping algorithm is used to phase unwrapping the N decoded images to obtain different phases, the three-dimensional image reconstruction algorithm is used to perform three-dimensional reconstruction based on different phases to obtain a reconstructed three-dimensional high-speed image, and the three-dimensional structure is directly calculated through position calibration and mathematical modeling to generate a three-dimensional high-speed image. 8.一种三维高速压缩成像系统,其特征在于,包括:8. A three-dimensional high-speed compression imaging system, comprising: 三维高速压缩成像装置,其中所述三维高速压缩成像装置包括条纹投影仪、成像镜头、相机、远心镜头、空间光调制器以及控制单元,条纹投影仪和成像镜头之间形成放置三维物体的三维成像空间,成像镜头、空间光调制器、远心镜头以及相机沿着成像光路依次设置,条纹投影仪朝向三维物体依次投影N张不同相位的投影条纹得到成像图像,其中设置条纹投影仪的循环张数N同于图像压缩比M,每张成像图像通过成像镜头抵达空间光调制器被编码得到对应的编码图像,其中空间光调制器上加载M张不同的二值掩码,N张编码图像通过远心镜头被相机单次曝光采集得到编码压缩图像;A three-dimensional high-speed compression imaging device, wherein the three-dimensional high-speed compression imaging device comprises a fringe projector, an imaging lens, a camera, a telecentric lens, a spatial light modulator and a control unit, a three-dimensional imaging space for placing a three-dimensional object is formed between the fringe projector and the imaging lens, the imaging lens, the spatial light modulator, the telecentric lens and the camera are arranged in sequence along the imaging light path, the fringe projector sequentially projects N projection fringes of different phases toward the three-dimensional object to obtain an imaging image, wherein the number of cycles N of the fringe projector is set to be the same as the image compression ratio M, each imaging image reaches the spatial light modulator through the imaging lens and is encoded to obtain a corresponding encoded image, wherein M different binary masks are loaded on the spatial light modulator, and the N encoded images are collected by the camera through a single exposure through the telecentric lens to obtain an encoded compressed image; 计算单元,用于利用三维压缩重建算法对编码压缩图像进行三维重建得到重建后的三维高速图像。The computing unit is used to perform three-dimensional reconstruction on the coded compressed image by using a three-dimensional compression reconstruction algorithm to obtain a reconstructed three-dimensional high-speed image. 9.根据权利要求8所述的三维高速压缩成像系统,其特征在于,将编码压缩图像输入到经训练的三维图像重建模型中,其中三维图像重建模型对编码压缩图像进行解码得到N张解码图像,N张解码图像进行相位解包裹得到不同相位,基于不同相位进行三维重建得到重建后的三维高速图像。9. The three-dimensional high-speed compressed imaging system according to claim 8 is characterized in that the coded compressed image is input into a trained three-dimensional image reconstruction model, wherein the three-dimensional image reconstruction model decodes the coded compressed image to obtain N decoded images, the N decoded images are phase unwrapped to obtain different phases, and three-dimensional reconstruction is performed based on the different phases to obtain a reconstructed three-dimensional high-speed image. 10.一种可读存储介质,其特征在于,所述可读存储介质中存储有计算机程序,所述计算机程序包括用于控制过程以执行过程的程序代码,所述过程包括根据权利要求1至7任一项所述的三维高速压缩成像方法。10. A readable storage medium, characterized in that a computer program is stored in the readable storage medium, the computer program includes a program code for controlling a process to execute a process, and the process includes the three-dimensional high-speed compression imaging method according to any one of claims 1 to 7.
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