CN106875467B - Three-dimensional city model fast updating method - Google Patents
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Abstract
本发明提供一种三维城市模型快速更新方法,其包括如下步骤:S101、收集三维城市中变化区域的不同视角的街景照片;S102、对所述三维城市的模型进行分析,定位所述变化区域在所述三维城市的模型中的区域;S103、根据所述三维城市的模型中的建筑物建立图像特征库;S104、对所述三维城市进行三维空间变化检测,确定更新重建的建筑物;S105、将所述不同视角的街景照片进行特征匹配;S106、对所述更新重建的建筑物和本底三维模型进行精确融合。所述三维城市模型快速更新方法基于已有的三维城市数据,利用现有旧数据中的不变量作为更新数据校正的精度来源对新数据进行精度控制,以此来解决普通街景照片影像纠正问题。
The present invention provides a method for rapidly updating a three-dimensional city model, which includes the following steps: S101 , collecting street view photos from different perspectives of a changing area in a three-dimensional city; S102 , analyzing the model of the three-dimensional city, and locating the changing area in the area in the model of the three-dimensional city; S103, establish an image feature library according to the buildings in the model of the three-dimensional city; S104, perform three-dimensional space change detection on the three-dimensional city, and determine the buildings to be updated and reconstructed; S105, Perform feature matching on the street view photos from different perspectives; S106 , accurately fuse the updated and reconstructed building and the background three-dimensional model. The three-dimensional city model rapid update method is based on the existing three-dimensional city data, and uses the invariants in the existing old data as the precision source of the update data correction to control the precision of the new data, so as to solve the problem of image correction of ordinary street view photos.
Description
技术领域technical field
本发明涉及三维城市建模技术领域,尤其涉及一种三维城市模型快速更新方法。The invention relates to the technical field of three-dimensional city modeling, in particular to a method for rapidly updating a three-dimensional city model.
背景技术Background technique
大规模、高精度、快速的全自动城市三维建模技术一直是摄影测量和数字城市领域研究的主要方向。目前已经被证明精确有效的城市三维重建的主要技术手段包括:(1)机载面阵或多线阵CCD航测相机立体测量;(2)机载LiDAR点云测量配合高精度二维影像;(3)机载多相机倾斜摄影测量;(4)车载LiDAR点云测量辅助全景照片,配合空中二维数据;(5)全手工3Dmax建模。Large-scale, high-precision, and fast fully automatic three-dimensional urban modeling technology has always been the main research direction in the field of photogrammetry and digital cities. At present, the main technical means of urban 3D reconstruction that have been proved to be accurate and effective include: (1) Stereo measurement of airborne area array or multi-line array CCD aerial survey cameras; (2) Airborne LiDAR point cloud measurement combined with high-precision 2D images; ( 3) Airborne multi-camera oblique photogrammetry; (4) Vehicle-mounted LiDAR point cloud measurement to assist panoramic photos, combined with aerial 2D data; (5) Full manual 3Dmax modeling.
上述技术和方法为大规模、快速、精确的城市三维重建提供了诸多可选方案,但它们都面临一个重要问题,即昂贵的设备带来的高额成本和后续更新方面的不便,因此平台建设完成后仍面临需要更新的任务。而如果采用传统的3Dmax或大面积城市航摄的建模方法来进行更新,则维护依然耗时且费用昂贵。The above technologies and methods provide many options for large-scale, fast, and accurate urban 3D reconstruction, but they all face an important problem, that is, the high cost of expensive equipment and the inconvenience of subsequent updates, so the platform construction Still faced with tasks that need to be updated after completion. However, if the traditional 3Dmax or large-area urban aerial photography modeling method is used to update, the maintenance is still time-consuming and expensive.
随着终端电子的迅猛发展,获取影像的成本越来越低,带有拍照功能的手机、廉价高分辨率数码相机等都已经被全面普及,可快速低成本地获取城市街景数据,这就为城市三维建模提供了基础和条件。但是由于这些未经过检校标定的普通相机以及拍摄人员的原因,这些图像存在畸变和投影变形的问题,如何从几何上对这些图像的位置进行定位、修正畸变和变形是首要面临的问题。大多城市的三维平台均采用传统的高精度测绘数据作为二维底图配合高精细度三维建模方法,具备相当准确的绝对定位精度和相对定位精度,数据分辨率和模型精细度也都很高,可以为后续采用其他方式更新数据提供一个良好的基准数据集。With the rapid development of terminal electronics, the cost of obtaining images is getting lower and lower. Mobile phones with camera functions, cheap high-resolution digital cameras, etc. have been fully popularized, and urban street view data can be obtained quickly and at low cost. The three-dimensional modeling of the city provides the basis and conditions. However, due to these uncalibrated ordinary cameras and the photographers, these images have problems of distortion and projection deformation. How to geometrically locate the position of these images, correct the distortion and deformation is the primary problem. Most of the 3D platforms in cities use traditional high-precision surveying and mapping data as 2D basemaps with high-precision 3D modeling methods, with fairly accurate absolute positioning accuracy and relative positioning accuracy, and high data resolution and model finesse. , which can provide a good benchmark dataset for subsequent data update in other ways.
发明内容SUMMARY OF THE INVENTION
基于此,本发明提供一种三维城市模型快速更新方法,以有效解决现有技术存在的问题。Based on this, the present invention provides a method for rapid updating of a three-dimensional city model to effectively solve the problems existing in the prior art.
一种三维城市模型快速更新方法,其包括如下步骤:A method for rapidly updating a three-dimensional city model, comprising the following steps:
S101、收集三维城市中变化区域的不同视角的街景照片;S101. Collect street view photos from different perspectives of changing areas in a three-dimensional city;
S102、对所述三维城市的模型进行分析,定位所述变化区域在所述三维城市的模型中的区域;S102, analyzing the model of the three-dimensional city, and locating the area of the change area in the model of the three-dimensional city;
S103、根据所述三维城市的模型中的建筑物建立图像特征库;S103, establishing an image feature library according to the buildings in the model of the three-dimensional city;
S104、对所述三维城市进行三维空间变化检测,确定更新重建的建筑物;S104, performing three-dimensional space change detection on the three-dimensional city, and determining a building to be updated and reconstructed;
S105、将所述不同视角的街景照片进行特征匹配;S105, performing feature matching on the street view photos of different viewing angles;
S106、对所述更新重建的建筑物和本底三维模型进行精确融合。S106. Perform precise fusion of the updated and reconstructed building and the background three-dimensional model.
本发明一较佳实施方式中,所述不同视角的街景照片通过非量测型专业设备获取。In a preferred embodiment of the present invention, the street view photos of different viewing angles are obtained by non-measurement professional equipment.
本发明一较佳实施方式中,所述非量测型专业设备包括带摄像头的手机和普通照相机。In a preferred embodiment of the present invention, the non-measurement type professional equipment includes a mobile phone with a camera and an ordinary camera.
本发明一较佳实施方式中,所述不同视角的街景照片包括所述三维城市中建筑物的不同外立面的照片。In a preferred embodiment of the present invention, the street view photos from different viewing angles include photos of different facades of buildings in the three-dimensional city.
本发明一较佳实施方式中,步骤S104中,首先在所述三维城市中进行分类,滤除非建筑物目标,然后针对其中的建筑物先基于图像特征进行判断,对能够确认已发生变化的目标建立缓冲区,确定附近不变的建筑物建立参考系。In a preferred embodiment of the present invention, in step S104, the three-dimensional city is first classified, non-building objects are filtered, and then the buildings in the city are first judged based on image features, and the objects that can be confirmed to have changed are determined. Set up a buffer zone and establish a frame of reference for nearby unchanging buildings.
本发明一较佳实施方式中,步骤S105中,利用日照条件、所述三维城市中建筑物自身几何关系加速稠密匹配算法,优化密集点云重建,并进一步重建局部三维模型。In a preferred embodiment of the present invention, in step S105 , the dense matching algorithm is accelerated by using the sunshine conditions and the geometric relationship of the buildings in the 3D city to optimize the reconstruction of the dense point cloud, and further reconstruct the local 3D model.
相对于现有技术,本发明提供的三维城市模型快速更新方法基于已有的三维城市数据,利用现有的旧数据中的不变量作为更新数据校正的精度来源,对新数据进行精度控制,以此来解决非量测相机拍摄的普通街景照片影像纠正问题。具体地,所述三维城市模型快速更新方法可以尽可能地利用现有的高精度数字城市空间基础信息平台成果数据的纹理特征和先验知识,以城市中不变的建筑模型为控制条件,采用多角度拍摄到的街景照片构建DSM(Digital Surface Model)模型,以实现城市变化区域的三维特征更新,可解决传统摄影测量方法无法处理的局部由于非测绘相机引起的图像畸变偏差,使数字城市建设能够满足城市快速发展的需要,具有广泛的应用前景。Compared with the prior art, the method for rapidly updating a three-dimensional city model provided by the present invention is based on the existing three-dimensional city data, and uses the invariants in the existing old data as the source of accuracy for the correction of the updated data, so as to control the accuracy of the new data so as to ensure that the new data is corrected. This solves the problem of image correction in ordinary Street View photos taken by non-measurement cameras. Specifically, the three-dimensional urban model rapid update method can make use of the texture features and prior knowledge of the existing high-precision digital urban spatial basic information platform results data as much as possible, and takes the invariable building model in the city as the control condition, and adopts The DSM (Digital Surface Model) model is constructed from the street view photos taken from multiple angles to realize the three-dimensional feature update of the urban changing area, which can solve the local image distortion and deviation caused by the non-mapping camera that cannot be handled by the traditional photogrammetry method. It can meet the needs of rapid urban development and has broad application prospects.
附图说明Description of drawings
图1为本发明一实施例提供的三维城市模型快速更新方法的流程图;FIG. 1 is a flowchart of a method for rapidly updating a three-dimensional city model provided by an embodiment of the present invention;
图2为图1所示三维城市模型快速更新方法的原理图。FIG. 2 is a schematic diagram of the method for fast updating of the three-dimensional city model shown in FIG. 1 .
具体实施方式Detailed ways
为了便于理解本发明,下面将参照相关附图对本发明进行更全面的描述。附图中给出了本发明的较佳实施方式。以上仅为本发明的优选实施例,并非因此限制本发明的专利范围,凡是利用本发明说明书及附图内容所作的等效结构或等效流程变换,或直接或间接运用在其他相关的技术领域,均同理包括在本发明的专利保护范围内。In order to facilitate understanding of the present invention, the present invention will be described more fully hereinafter with reference to the related drawings. The preferred embodiments of the invention are shown in the accompanying drawings. The above are only preferred embodiments of the present invention, and are not intended to limit the scope of the present invention. Any equivalent structure or equivalent process transformation made by using the contents of the description and drawings of the present invention, or directly or indirectly applied in other related technical fields , are similarly included in the scope of patent protection of the present invention.
除非另有定义,本文所使用的所有的技术和科学术语与属于本发明的技术领域的技术人员通常理解的含义相同。本文中在本发明的说明书中所使用的术语只是为了描述具体的实施方式的目的,不是旨在于限制本发明。本文所使用的术语“及/或”包括一个或多个相关的所列项目的任意的和所有的组合。Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terms used herein in the description of the present invention are for the purpose of describing specific embodiments only, and are not intended to limit the present invention. As used herein, the term "and/or" includes any and all combinations of one or more of the associated listed items.
请一并参阅图1和图2,本发明一实施例提供的一种三维城市模型快速更新方法,其包括如下步骤:Please refer to FIG. 1 and FIG. 2 together. A method for quickly updating a three-dimensional city model provided by an embodiment of the present invention includes the following steps:
S101、收集三维城市中变化区域的不同视角的街景照片。S101. Collect street view photos from different perspectives of a changing area in a three-dimensional city.
本实施例中,主要采用手持消费级普通相机、手机等非量测型专业设备来获取三维城市中变化区域的不同视角的街景照片,所述不同视角的街景照片可以为建筑物的不同外立面提供立体测图所需的纹理信息。可以理解的是,对于建筑物顶部的影像,可以配合无人航拍飞机,如六旋翼小飞机来进行采集。In this embodiment, non-measurement professional equipment such as handheld consumer-grade ordinary cameras and mobile phones are mainly used to obtain street view photos of different perspectives of changing areas in a three-dimensional city. The street view photos of different perspectives can be different exteriors of buildings. Faces provide the texture information needed for stereo mapping. It is understandable that, for the image of the top of the building, it can be collected with unmanned aerial photography aircraft, such as a small six-rotor aircraft.
S102、对所述三维城市的模型进行分析,定位所述变化区域在所述三维城市的模型中的区域。S102. Analyze the three-dimensional city model, and locate the area of the change area in the three-dimensional city model.
可以理解的是,所述变化区域即为所述三维城市的模型中需要更新的区域。It can be understood that the change area is the area that needs to be updated in the three-dimensional city model.
S103、根据所述三维城市的模型中的建筑物建立图像特征库。S103. Establish an image feature library according to the buildings in the three-dimensional city model.
由此,可以为后续进行局部三维模型的重建提高特征点匹配速度和精度。Therefore, the matching speed and accuracy of feature points can be improved for the subsequent reconstruction of the local three-dimensional model.
S104、对所述三维城市进行三维空间变化检测,确定更新重建的建筑物。S104. Perform three-dimensional space change detection on the three-dimensional city, and determine a building to be updated and reconstructed.
本实施例中,首先在所述三维城市中进行分类,滤除非建筑物目标,如树木等,然后针对其中的建筑物先基于图像特征进行判断,对能够确认已发生变化的目标建立缓冲区,确定附近不变的建筑物建立参考系。In this embodiment, the three-dimensional city is first classified, and non-building objects, such as trees, etc. are filtered out, and then the buildings in the city are first judged based on image features, and a buffer zone is established for the objects that can be confirmed to have changed. Identify nearby invariant buildings to establish a frame of reference.
S105、将所述不同视角的街景照片进行特征匹配。S105. Perform feature matching on the street view photos of different viewing angles.
本实施例中,对所述不同视角的街景照片进行匹配的过程中,采用更多先验知识的稠密匹配算法。具体地,利用日照条件、所述三维城市中建筑物自身几何关系加速稠密匹配算法,优化密集点云重建,并进一步重建局部三维模型。In this embodiment, in the process of matching the street view photos of different viewing angles, a dense matching algorithm with more prior knowledge is used. Specifically, the dense matching algorithm is accelerated by using the sunshine conditions and the geometric relationship of the buildings in the three-dimensional city, the reconstruction of the dense point cloud is optimized, and the local three-dimensional model is further reconstructed.
S106、对所述更新重建的建筑物和本底三维模型进行精确融合。S106. Perform precise fusion of the updated and reconstructed building and the background three-dimensional model.
可以理解的是,本底三维模型即所述三维城市的模型中除所述变化区域以外的未变化区域。It can be understood that the background three-dimensional model is the unchanged area other than the changed area in the model of the three-dimensional city.
对所述更新重建的建筑物和本底三维模型进行精确融合后,即可完成所述三维城市模型的快速更新。After the updated and reconstructed building and the background three-dimensional model are accurately fused, the rapid update of the three-dimensional city model can be completed.
相对于现有技术,本发明提供的三维城市模型快速更新方法基于已有的三维城市数据,利用现有的旧数据中的不变量作为更新数据校正的精度来源,对新数据进行精度控制,以此来解决非量测相机拍摄的普通街景照片影像纠正问题。具体地,所述三维城市模型快速更新方法可以尽可能地利用现有的高精度数字城市空间基础信息平台成果数据的纹理特征和先验知识,以城市中不变的建筑模型为控制条件,采用多角度拍摄到的街景照片构建DSM(Digital Surface Model)模型,以实现城市变化区域的三维特征更新,可解决传统摄影测量方法无法处理的局部由于非测绘相机引起的图像畸变偏差,使数字城市建设能够满足城市快速发展的需要,具有广泛的应用前景。Compared with the prior art, the method for rapidly updating a three-dimensional city model provided by the present invention is based on the existing three-dimensional city data, and uses the invariants in the existing old data as the source of accuracy for the correction of the updated data, so as to control the accuracy of the new data so as to ensure that the new data is corrected. This solves the problem of image correction in ordinary Street View photos taken by non-measurement cameras. Specifically, the three-dimensional urban model rapid update method can make use of the texture features and prior knowledge of the existing high-precision digital urban spatial basic information platform results data as much as possible, and takes the invariable building model in the city as the control condition, and adopts The DSM (Digital Surface Model) model is constructed from the street view photos taken from multiple angles to realize the three-dimensional feature update of the urban changing area, which can solve the local image distortion and deviation caused by the non-mapping camera that cannot be handled by the traditional photogrammetry method. It can meet the needs of rapid urban development and has broad application prospects.
以上所述实施例仅表达了本发明的几种实施方式,其描述较为具体和详细,但并不能因此而理解为对本发明专利范围的限制。应当指出的是,对于本领域的普通技术人员来说,在不脱离本发明构思的前提下,还可以做出若干变形和改进,这些都属于本发明的保护范围。因此,本发明专利的保护范围应以所附权利要求为准。The above-mentioned embodiments only represent several embodiments of the present invention, and the descriptions thereof are specific and detailed, but should not be construed as a limitation on the scope of the patent of the present invention. It should be pointed out that for those skilled in the art, without departing from the concept of the present invention, several modifications and improvements can be made, which all belong to the protection scope of the present invention. Therefore, the protection scope of the patent of the present invention should be subject to the appended claims.
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