CN115685219A - Target detection method and device based on laser scanning and target detection terminal - Google Patents
Target detection method and device based on laser scanning and target detection terminal Download PDFInfo
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- CN115685219A CN115685219A CN202110876227.2A CN202110876227A CN115685219A CN 115685219 A CN115685219 A CN 115685219A CN 202110876227 A CN202110876227 A CN 202110876227A CN 115685219 A CN115685219 A CN 115685219A
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- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/02—Systems using the reflection of electromagnetic waves other than radio waves
- G01S17/04—Systems determining the presence of a target
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/02—Systems using the reflection of electromagnetic waves other than radio waves
- G01S17/06—Systems determining position data of a target
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/66—Tracking systems using electromagnetic waves other than radio waves
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- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/88—Lidar systems specially adapted for specific applications
- G01S17/93—Lidar systems specially adapted for specific applications for anti-collision purposes
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
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Abstract
Description
技术领域technical field
本申请属于激光扫描技术领域,尤其涉及一种基于激光扫描的目标探测方法、装置及目标探测终端。The present application belongs to the technical field of laser scanning, and in particular relates to a target detection method, device and target detection terminal based on laser scanning.
背景技术Background technique
由于激光扫描技术具有定位精确、高效的特点,常被用于进行目标定位追踪等领域。Because laser scanning technology has the characteristics of precise positioning and high efficiency, it is often used in fields such as target positioning and tracking.
相关的基于激光扫描技术的目标定位追踪方法中,常常是在基于较大扫描范围内扫描到目标时,通过精确扫描确定目标的位置和运动轨迹。In the related target positioning and tracking method based on laser scanning technology, when the target is scanned based on a large scanning range, the position and motion trajectory of the target are often determined through precise scanning.
然而,在目标的环境发生变化时,目标可能出现损坏、消失或其他情况,使得定位追踪的精度降低。However, when the environment of the target changes, the target may be damaged, disappear or other situations, which reduces the accuracy of location tracking.
发明内容Contents of the invention
本申请实施例提供了一种基于激光扫描的目标探测方法、装置、目标探测终端及可读存储介质,可以解决相关的目标定位追踪方法的定位追踪的精度易受其他因素影响的问题。Embodiments of the present application provide a target detection method and device based on laser scanning, a target detection terminal, and a readable storage medium, which can solve the problem that the positioning and tracking accuracy of related target positioning and tracking methods is easily affected by other factors.
第一方面,本申请实施例提供了一种基于激光扫描的目标探测方法,包括:In the first aspect, the embodiment of the present application provides a target detection method based on laser scanning, including:
采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云;Scanning the preset scanning area with the first scanning resolution to obtain the first point cloud of the current period;
对所述当前周期的第一点云进行目标检测,若检测出待测目标,则基于所述待测目标确定精细扫描区域和观测扫描区域;其中,所述精细扫描区域与所述待测目标在所述预设扫描区域中的位置对应;所述观测扫描区域为所述预设扫描区域中除所述精细扫描区域以外的区域;Perform target detection on the first point cloud of the current period, and if the target to be measured is detected, then determine a fine scanning area and an observation scanning area based on the target to be measured; wherein, the fine scanning area and the target to be measured corresponding to the position in the preset scanning area; the observation scanning area is an area in the preset scanning area except the fine scanning area;
在下一扫描周期中,采用第二扫描分辨率对所述精细扫描区域进行扫描,以及采用第三扫描分辨率对所述观测扫描区域进行扫描,得到第二点云;其中,所述第二扫描分辨率大于所述第一扫描分辨率,所述第三扫描分辨率小于或等于所述第一扫描分辨率。In the next scan cycle, scan the fine scan area with a second scan resolution, and scan the observation scan area with a third scan resolution to obtain a second point cloud; wherein, the second scan The resolution is greater than the first scan resolution, and the third scan resolution is less than or equal to the first scan resolution.
在一个实施例中,在所述待测目标为多个时,所述精细扫描区域为与所述多个待测目标在所述预设扫描区域中的多个位置对应的区域。In one embodiment, when there are multiple targets to be measured, the fine scanning area is an area corresponding to multiple positions of the multiple targets to be measured in the preset scanning area.
在一个实施例中,所述方法还包括:In one embodiment, the method also includes:
对所述第二点云进行目标检测,得到所述待测目标的精细检测结果。Target detection is performed on the second point cloud to obtain a fine detection result of the target to be measured.
在一个实施例中,所述方法包括:In one embodiment, the method includes:
若所述第二点云的检测结果中出现新增目标,则将所述新增目标作为待测目标,基于所述待测目标对所述精细扫描区域和观测扫描区域进行更新。If a new target appears in the detection result of the second point cloud, the new target is used as the target to be measured, and the fine scanning area and the observation scanning area are updated based on the target to be measured.
在一个实施例中,所述方法还包括:In one embodiment, the method also includes:
若所述第二点云检测结果中未出现新增目标,则在至少一个周期采用所述第一扫描分辨率对所述预设扫描区域进行扫描,直至检测出待测目标。If no new target appears in the second point cloud detection result, the preset scanning area is scanned with the first scanning resolution for at least one period until the target to be detected is detected.
在一个实施例中,所述采用第二扫描分辨率对所述精细扫描区域进行扫描,以及采用第三扫描分辨率对所述观测扫描区域进行扫描,得到第二点云,包括:In one embodiment, the second scan resolution is used to scan the fine scan area, and the third scan resolution is used to scan the observation scan area to obtain a second point cloud, including:
降低帧频得到第二扫描分辨率,采用所述第二扫描分辨率对所述精细扫描区域进行扫描;reducing the frame rate to obtain a second scanning resolution, and using the second scanning resolution to scan the fine scanning area;
提高帧频得到第三扫描分辨率,采用所述第三扫描分辨率对所述观测扫描区域进行扫描,得到所述第二点云。Increase the frame rate to obtain a third scanning resolution, and use the third scanning resolution to scan the observation scanning area to obtain the second point cloud.
在一个实施例中,所述对所述当前周期的第一点云进行目标检测之后,还包括:In one embodiment, after performing target detection on the first point cloud of the current period, further comprising:
若所述第一点云的检测结果中未检测出待测目标,则在下一周期中,采用第一扫描分辨率对预设扫描区域进行扫描,得到对应更新后的第一点云,直至在所述第一点云的检测结果中检测出待测目标。If the target to be measured is not detected in the detection result of the first point cloud, then in the next cycle, use the first scanning resolution to scan the preset scanning area to obtain the corresponding updated first point cloud until The target to be detected is detected in the detection result of the first point cloud.
第二方面,本申请实施例提供了一种基于激光扫描的目标探测装置,包括:In the second aspect, the embodiment of the present application provides a target detection device based on laser scanning, including:
激光扫描模块,用于采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云;The laser scanning module is used to scan the preset scanning area with the first scanning resolution to obtain the first point cloud of the current cycle;
检测模块,用于对所述当前周期的第一点云进行目标检测,若检测出待测目标,则基于所述待测目标确定精细扫描区域和观测扫描区域;其中,所述精细扫描区域与所述待测目标在所述预设扫描区域中的位置对应;所述观测扫描区域为所述预设扫描区域中除所述精细扫描区域以外的区域;A detection module, configured to perform target detection on the first point cloud of the current period, and if the target to be measured is detected, determine a fine scanning area and an observation scanning area based on the target to be measured; wherein, the fine scanning area and The position of the target to be measured corresponds to the preset scanning area; the observation scanning area is an area in the preset scanning area except the fine scanning area;
激光扫描模块,还用于在下一扫描周期中,采用第二扫描分辨率对所述精细扫描区域进行扫描,以及采用第三扫描分辨率对所述观测扫描区域进行扫描,得到第二点云;其中,所述第二扫描分辨率大于所述第一扫描分辨率,所述第三扫描分辨率小于或等于所述第一扫描分辨率。The laser scanning module is also used to scan the fine scanning area with a second scanning resolution and scan the observation scanning area with a third scanning resolution in the next scanning cycle to obtain a second point cloud; Wherein, the second scanning resolution is greater than the first scanning resolution, and the third scanning resolution is smaller than or equal to the first scanning resolution.
在一个实施例中,在所述待测目标为多个时,所述精细扫描区域为与所述多个待测目标在所述预设扫描区域中的多个位置对应的区域。In one embodiment, when there are multiple targets to be measured, the fine scanning area is an area corresponding to multiple positions of the multiple targets to be measured in the preset scanning area.
在一个实施例中,所述检测模块,还用于对所述第二点云进行目标检测,得到所述待测目标的精细检测结果。In one embodiment, the detection module is further configured to perform object detection on the second point cloud to obtain a fine detection result of the object to be detected.
在一个实施例中,所述激光扫描模块,还用于若所述第二点云的检测结果中出现新增目标,则将所述新增目标作为待测目标,基于所述待测目标对所述精细扫描区域和观测扫描区域进行更新。In one embodiment, the laser scanning module is further configured to use the newly added target as the target to be measured if a new target appears in the detection result of the second point cloud. The fine scanning area and the observation scanning area are updated.
在一个实施例中,所述激光扫描模块,还用于若所述第二点云检测结果中未出现新增目标,则在至少一个周期采用所述第一扫描分辨率对所述预设扫描区域进行扫描,直至检测出待测目标。In one embodiment, the laser scanning module is further configured to scan the preset scan with the first scan resolution in at least one cycle if no new target appears in the second point cloud detection result The area is scanned until the target to be detected is detected.
在一个实施例中,所述激光扫描模块,包括:In one embodiment, the laser scanning module includes:
第一扫描单元,用于降低帧频得到第二扫描分辨率,采用所述第二扫描分辨率对所述精细扫描区域进行扫描;The first scanning unit is configured to reduce the frame rate to obtain a second scanning resolution, and use the second scanning resolution to scan the fine scanning area;
第二扫描单元,用于提高帧频得到第三扫描分辨率,采用所述第三扫描分辨率对所述观测扫描区域进行扫描,得到所述第二点云。The second scanning unit is configured to increase the frame rate to obtain a third scanning resolution, and use the third scanning resolution to scan the observation scanning area to obtain the second point cloud.
在一个实施例中,所述激光扫描模块,还用于若所述第一点云的检测结果中未检测出待测目标,则在下一周期中,采用第一扫描分辨率对预设扫描区域进行扫描,得到对应更新后的第一点云,直至在所述第一点云的检测结果中检测出待测目标。In one embodiment, the laser scanning module is further configured to use the first scanning resolution to scan the preset scanning area in the next cycle if the target to be measured is not detected in the detection result of the first point cloud. Scanning is performed to obtain a correspondingly updated first point cloud until the target to be measured is detected in the detection result of the first point cloud.
第三方面,本申请实施例提供了一种目标探测终端,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现如上述第一方面中任一项所述的基于激光扫描的目标探测方法。In a third aspect, an embodiment of the present application provides a target detection terminal, including a memory, a processor, and a computer program stored in the memory and operable on the processor, and the processor executes the computer program At the same time, the target detection method based on laser scanning as described in any one of the above-mentioned first aspects is realized.
第四方面,本申请实施例提供了一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现如上述第一方面中任一项所述的基于激光扫描的目标探测方法。In a fourth aspect, an embodiment of the present application provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the computer program described in any one of the above-mentioned first aspects is implemented. The target detection method based on laser scanning is described.
第五方面,本申请实施例提供了一种计算机程序产品,当计算机程序产品在终端设备上运行时,使得终端设备执行上述第一方面中任一项所述的基于激光扫描的目标探测方法。In the fifth aspect, the embodiment of the present application provides a computer program product, which, when the computer program product is run on the terminal device, enables the terminal device to execute the target detection method based on laser scanning described in any one of the above first aspects.
本申请实施例与现有技术相比存在的有益效果是:通过采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云,对当前周期的第一点云进行目标检测,若检测出待测目标,则基于待测目标确定精细扫描区域和观测扫描区域,在下一扫描周期中,采用第二扫描分辨率对精细扫描区域进行扫描,以及采用第三扫描分辨率对观测扫描区域进行扫描,得到第二点云,能够实现在预设扫描区域中,探测待测目标的同时确定待测目标周围环境的变化,进而保证了待测目标的安全性,同时提高了目标定位的精度。Compared with the prior art, the embodiment of the present application has the beneficial effect that the first point cloud of the current period is obtained by scanning the preset scanning area with the first scanning resolution, and the first point cloud of the current period is targeted. detection, if the target to be measured is detected, the fine scanning area and the observation scanning area are determined based on the target to be measured, and in the next scanning cycle, the second scanning resolution is used to scan the fine scanning area, and the third scanning resolution is used to scan the Observe and scan the scanning area to obtain the second point cloud, which can realize the detection of the target to be measured and determine the change of the surrounding environment of the target to be measured in the preset scanning area, thus ensuring the safety of the target to be measured and improving the accuracy of the target. Positioning accuracy.
可以理解的是,上述第二方面至第五方面的有益效果可以参见上述第一方面中的相关描述,在此不再赘述。It can be understood that, for the beneficial effects of the above-mentioned second aspect to the fifth aspect, reference can be made to the relevant description in the above-mentioned first aspect, and details will not be repeated here.
附图说明Description of drawings
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present application, the accompanying drawings that need to be used in the descriptions of the embodiments or the prior art will be briefly introduced below. Obviously, the accompanying drawings in the following description are only for the present application For some embodiments, those of ordinary skill in the art can also obtain other drawings based on these drawings without any creative effort.
图1是本申请实施例一提供的基于激光扫描的目标探测系统的结构示意图;FIG. 1 is a schematic structural diagram of a target detection system based on laser scanning provided in Embodiment 1 of the present application;
图2是本申请实施例一提供的基于激光扫描的目标探测方法的流程示意图;FIG. 2 is a schematic flow chart of a target detection method based on laser scanning provided in Embodiment 1 of the present application;
图3是本申请实施例一提供的通过第一扫描分辨率对预设扫描区域进行扫描的应用场景图;FIG. 3 is an application scene diagram of scanning a preset scanning area with a first scanning resolution provided by Embodiment 1 of the present application;
图4是本申请实施例一提供的精细扫描区域和观测扫描区域的应用场景示意图;Fig. 4 is a schematic diagram of the application scene of the fine scanning area and the observation scanning area provided by Embodiment 1 of the present application;
图5是本申请实施例二提供的基于激光扫描的目标探测方法的另一流程示意图;Fig. 5 is another schematic flowchart of the target detection method based on laser scanning provided in
图6是本申请实施例二提供的基于新增目标进行扫描的应用场景示意图;FIG. 6 is a schematic diagram of an application scenario for scanning based on newly added targets provided by
图7是本申请实施例三提供的基于激光扫描的目标探测方法的又一流程示意图;Fig. 7 is another schematic flowchart of the target detection method based on laser scanning provided in Embodiment 3 of the present application;
图8是本申请实施例四提供的基于激光扫描的目标探测装置的结构示意图;FIG. 8 is a schematic structural diagram of a target detection device based on laser scanning provided in Embodiment 4 of the present application;
图9是本申请实施例五提供的目标探测终端的结构示意图。FIG. 9 is a schematic structural diagram of a target detection terminal provided in Embodiment 5 of the present application.
具体实施方式Detailed ways
以下描述中,为了说明而不是为了限定,提出了诸如特定系统结构、技术之类的具体细节,以便透彻理解本申请实施例。然而,本领域的技术人员应当清楚,在没有这些具体细节的其它实施例中也可以实现本申请。在其它情况中,省略对众所周知的系统、装置、电路以及方法的详细说明,以免不必要的细节妨碍本申请的描述。In the following description, specific details such as specific system structures and technologies are presented for the purpose of illustration rather than limitation, so as to thoroughly understand the embodiments of the present application. It will be apparent, however, to one skilled in the art that the present application may be practiced in other embodiments without these specific details. In other instances, detailed descriptions of well-known systems, devices, circuits, and methods are omitted so as not to obscure the description of the present application with unnecessary detail.
应当理解,当在本申请说明书和所附权利要求书中使用时,术语“包括”指示所描述特征、整体、步骤、操作、元素和/或组件的存在,但并不排除一个或多个其它特征、整体、步骤、操作、元素、组件和/或其集合的存在或添加。It should be understood that when used in this specification and the appended claims, the term "comprising" indicates the presence of described features, integers, steps, operations, elements and/or components, but does not exclude one or more other Presence or addition of features, wholes, steps, operations, elements, components and/or collections thereof.
还应当理解,在本申请说明书和所附权利要求书中使用的术语“和/或”是指相关联列出的项中的一个或多个的任何组合以及所有可能组合,并且包括这些组合。It should also be understood that the term "and/or" used in the description of the present application and the appended claims refers to any combination and all possible combinations of one or more of the associated listed items, and includes these combinations.
如在本申请说明书和所附权利要求书中所使用的那样,术语“如果”可以依据上下文被解释为“当...时”或“一旦”或“响应于确定”或“响应于检测到”。类似地,短语“如果确定”或“如果检测到[所描述条件或事件]”可以依据上下文被解释为意指“一旦确定”或“响应于确定”或“一旦检测到[所描述条件或事件]”或“响应于检测到[所描述条件或事件]”。As used in this specification and the appended claims, the term "if" may be construed, depending on the context, as "when" or "once" or "in response to determining" or "in response to detecting ". Similarly, the phrase "if determined" or "if [the described condition or event] is detected" may be construed, depending on the context, to mean "once determined" or "in response to the determination" or "once detected [the described condition or event] ]” or “in response to detection of [described condition or event]”.
另外,在本申请说明书和所附权利要求书的描述中,术语“第一”、“第二”、“第三”等仅用于区分描述,而不能理解为指示或暗示相对重要性。In addition, in the description of the specification and appended claims of the present application, the terms "first", "second", "third" and so on are only used to distinguish descriptions, and should not be understood as indicating or implying relative importance.
在本申请说明书中描述的参考“一个实施例”或“一些实施例”等意味着在本申请的一个或多个实施例中包括结合该实施例描述的特定特征、结构或特点。由此,在本说明书中的不同之处出现的语句“在一个实施例中”、“在一些实施例中”、“在其他一些实施例中”、“在另外一些实施例中”等不是必然都参考相同的实施例,而是意味着“一个或多个但不是所有的实施例”,除非是以其他方式另外特别强调。术语“包括”、“包含”、“具有”及它们的变形都意味着“包括但不限于”,除非是以其他方式另外特别强调。Reference to "one embodiment" or "some embodiments" or the like in the specification of the present application means that a particular feature, structure, or characteristic described in connection with the embodiment is included in one or more embodiments of the present application. Thus, appearances of the phrases "in one embodiment," "in some embodiments," "in other embodiments," "in other embodiments," etc. in various places in this specification are not necessarily All refer to the same embodiment, but mean "one or more but not all embodiments" unless specifically stated otherwise. The terms "including", "comprising", "having" and variations thereof mean "including but not limited to", unless specifically stated otherwise.
本申请实施例提供的基于激光扫描的目标探测方法可以由目标探测终端执行,所述目标探测终端设置有相控阵激光雷达(Optical Phased Array LiDAR,OPA LiDAR),并装载了用于执行所述基于激光扫描的目标探测方法程序的应用软件,所述目标探测终端可以是移动终端,车载设备,计算机等终端设备上,本申请实施例对终端设备的具体类型不作任何限制。The target detection method based on laser scanning provided in the embodiment of the present application can be executed by a target detection terminal, the target detection terminal is provided with a phased array LiDAR (Optical Phased Array LiDAR, OPA LiDAR), and is loaded with a The application software of the target detection method program based on laser scanning. The target detection terminal can be a terminal device such as a mobile terminal, a vehicle-mounted device, or a computer. The embodiment of the present application does not impose any restrictions on the specific type of the terminal device.
图1示出了本申请提供的基于激光扫描的目标探测系统1的结构流程图。上述基于激光扫描的目标探测系统1由处理模块101、激光发射模块102和信号接收模块103构成,处理模块101分别与激光发射模块102和信号接收模块103通信连接。其中,激光发射模块102用于根据处理模块101发送的控制指令在扫描区域内发射对应的激光信号,信号接收模块103用于接收扫描区域内待测目标反射的点云数据并返回至处理模块101,处理模块101用于通过控制指令控制激光发射模块102的激光信号参数(包括但不限于激光信号的分辨率、帧频和扫描区域),接收信号接收模块102返回的点云数据,以及基于上述点云数据对激光信号的参数进行调整,更新控制指令;其中,激光发射模块102具体由相控阵激光雷达OPALiDAR构成。FIG. 1 shows a structural flow chart of a laser scanning-based target detection system 1 provided by the present application. The target detection system 1 based on laser scanning is composed of a processing module 101 , a laser emitting module 102 and a signal receiving module 103 , and the processing module 101 is communicatively connected with the laser emitting module 102 and the signal receiving module 103 . Among them, the laser emitting module 102 is used to emit corresponding laser signals in the scanning area according to the control instructions sent by the processing module 101, and the signal receiving module 103 is used to receive the point cloud data reflected by the target to be measured in the scanning area and return it to the processing module 101 , the processing module 101 is used to control the laser signal parameters of the laser emitting module 102 (including but not limited to the resolution, frame rate and scanning area of the laser signal) through control instructions, receive the point cloud data returned by the signal receiving module 102, and based on the above The point cloud data adjusts the parameters of the laser signal and updates the control instructions; wherein, the laser emitting module 102 is specifically composed of a phased array laser radar OPALiDAR.
在实际应用时,处理模块101发送控制信号到激光发射模块102,控制激光发射模块102采用第一扫描分辨率对预先设定的扫描区域进行扫描;通过信号接收模块103采集当前扫描周期中预先设定的扫描区域内,待测目标反射的第一点云数据;处理模块101根据第一点云数据进行目标检测,在检测到待测目标时,更新控制指令,控制激光发射模块102在下一周期采用第二扫描分辨率对精细扫描区域进行扫描,采用第三扫描分辨率对观测扫描区域进行扫描;通过信号接收模块103采集下一周期中精细扫描区域和观测扫描区域内,待测目标反射的第二点云数据。能够实现在预设扫描区域中,探测待测目标的同时确定待测目标周围环境的变化,进而保证了待测目标的安全性,同时提高了目标定位的精度。In actual application, the processing module 101 sends a control signal to the laser emitting module 102, and controls the laser emitting module 102 to scan the preset scanning area with the first scanning resolution; In the predetermined scanning area, the first point cloud data reflected by the target to be measured; the processing module 101 performs target detection according to the first point cloud data, and when the target to be measured is detected, the control instruction is updated to control the laser emitting module 102 to perform target detection in the next cycle. Use the second scanning resolution to scan the fine scanning area, and use the third scanning resolution to scan the observation scanning area; use the signal receiving module 103 to collect the reflection of the target to be measured in the fine scanning area and the observation scanning area in the next cycle The second point cloud data. It can be realized that in the preset scanning area, the change of the surrounding environment of the target to be measured can be determined while detecting the target to be measured, thereby ensuring the safety of the target to be measured and improving the accuracy of target positioning.
图2示出了本申请提供的基于激光扫描的目标探测方法的示意性流程图,作为示例而非限定,该方法可以应用于上述目标探测终端中。FIG. 2 shows a schematic flow chart of a laser scanning-based target detection method provided by the present application. As an example but not a limitation, the method can be applied to the above-mentioned target detection terminal.
S101、采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云。S101. Scan a preset scanning area with a first scanning resolution to obtain a first point cloud of a current period.
具体地,在确定预设扫描区域的范围后,在预设扫描区域内发射第一扫描分辨率的激光信号,对预设扫描区域进行扫描,并采集得到当前扫描周期(设定将采用第一扫描分辨率对预设扫描区域进行扫描的扫描周期,简称为第一扫描周期)的第一点云数据。Specifically, after determining the range of the preset scanning area, emit a laser signal with the first scanning resolution in the preset scanning area, scan the preset scanning area, and collect the current scanning period (the setting will use the first Scanning resolution (scanning period for scanning the preset scanning area, referred to as the first scanning period) of the first point cloud data.
其中,预设扫描区域可根据实际情况进行具体设定,本实施例对此不做具体限定。Wherein, the preset scanning area may be specifically set according to actual conditions, which is not specifically limited in this embodiment.
可以理解的是,为提高目标探测的效率及精度,一般情况下,可设定预设扫描区域为当前激光雷达所发射的激光信号的最大扫描区域。It can be understood that, in order to improve the efficiency and accuracy of target detection, generally, the preset scanning area can be set as the maximum scanning area of the laser signal emitted by the current laser radar.
具体地,由于激光雷达设备的主体设备在工作时通过不断旋转发射激光信号,对应激光信号的扫描范围的单位为方位角;因此,预设扫描区域一般为以激光雷达设备的发射器为中心,一定数值的方位角度范围对应的区域。Specifically, since the main equipment of the laser radar device emits laser signals through continuous rotation during operation, the unit of the scanning range corresponding to the laser signal is the azimuth; therefore, the preset scanning area is generally centered on the transmitter of the laser radar device, The area corresponding to the azimuth angle range of a certain value.
如图3所示,提供了一种通过第一扫描分辨率对预设扫描区域进行扫描的应用场景图。As shown in FIG. 3 , an application scene diagram of scanning a preset scanning area by using a first scanning resolution is provided.
根据图3可知,具体采用第一扫描分辨率对以激光雷达的发射器为中心,扫描距离为200M,角度为-45到45°对应的扇形区域作为预设扫描区域进行扫描,并采集第一扫描周期中预设扫描区域的第一点云数据。According to Figure 3, it can be seen that the first scanning resolution is used to scan the fan-shaped area corresponding to the laser radar transmitter as the center, the scanning distance is 200M, and the angle is -45 to 45° as the preset scanning area, and the first scanning resolution is collected. The first point cloud data of the preset scanning area in the scanning cycle.
S102、对所述当前周期的第一点云进行目标检测,若检测出待测目标,则基于所述待测目标确定精细扫描区域和观测扫描区域;其中,所述精细扫描区域与所述待测目标在所述预设扫描区域中的位置对应;所述观测扫描区域为所述预设扫描区域中除所述精细扫描区域以外的区域。S102. Perform target detection on the first point cloud of the current period, and if the target to be measured is detected, determine a fine scanning area and an observation scanning area based on the target to be measured; wherein, the fine scanning area and the target to be measured are corresponding to the position of the measurement target in the preset scanning area; the observation scanning area is an area in the preset scanning area other than the fine scanning area.
具体地,在采集到第一扫描周期中预设扫描区域内的第一点云数据后,根据第一扫描周期的第一点云数据,对预设扫描区域进行目标检测,若根据第一点云数据检测出预设扫描区域内存在待测目标,则通过第一点云数据确定待测目标在预设扫描区域中的位置信息,并基于待测目标在预设扫描区域中的位置信息确定精细扫描区域,根据预设扫描区域和精细扫描区域确定观测扫描区域。其中,点云数据(point cloud data)是指在一个三维坐标系统中的一组向量的集合。与待测目标在预设扫描区域中的位置对应的区域即为精细扫描区域,预设扫描区域中,除精细扫描区域以外的区域即为观测扫描区域。Specifically, after collecting the first point cloud data in the preset scanning area in the first scanning cycle, the target detection is performed on the preset scanning area according to the first point cloud data in the first scanning cycle, if according to the first point If the cloud data detects that there is a target to be measured in the preset scanning area, the position information of the target to be measured in the preset scanning area is determined through the first point cloud data, and based on the position information of the target to be measured in the preset scanning area, it is determined The fine scanning area is to determine the observation scanning area according to the preset scanning area and the fine scanning area. Wherein, point cloud data refers to a collection of a group of vectors in a three-dimensional coordinate system. The area corresponding to the position of the target to be measured in the preset scanning area is the fine scanning area, and in the preset scanning area, the area other than the fine scanning area is the observation scanning area.
需要说明的是,可根据第一点云数据中待测目标与激光雷达之间的距离、角度信息,确定待测目标在预设扫描区域内的位置信息。It should be noted that the position information of the target to be measured within the preset scanning area can be determined according to the distance and angle information between the target to be measured and the laser radar in the first point cloud data.
S103、在下一扫描周期中,采用第二扫描分辨率对所述精细扫描区域进行扫描,以及采用第三扫描分辨率对所述观测扫描区域进行扫描,得到第二点云;其中,所述第二扫描分辨率大于所述第一扫描分辨率,所述第三扫描分辨率小于或等于所述第一扫描分辨率。S103. In the next scanning period, scan the fine scanning area with a second scanning resolution, and scan the observation scanning area with a third scanning resolution to obtain a second point cloud; wherein, the first The second scanning resolution is greater than the first scanning resolution, and the third scanning resolution is smaller than or equal to the first scanning resolution.
具体地,在检测到待测目标的下一个扫描周期(以下简称为第二扫描周期)中,在精细扫描区域内发射第二扫描分辨率的激光信号,对精细扫描区域进行扫描,并在观测扫描区域内发射第三扫描分辨率的激光信号,对观测扫描区域进行扫描,采集得到第二扫描周期的第二点云数据。其中,第二扫描分辨率大于第一扫描分辨率,第三扫描分辨率小于或等于第一扫描分辨率。Specifically, in the next scanning cycle (hereinafter referred to as the second scanning cycle) in which the target to be measured is detected, a laser signal with a second scanning resolution is emitted in the fine scanning area to scan the fine scanning area, and observe A laser signal with a third scanning resolution is emitted in the scanning area, the observation scanning area is scanned, and the second point cloud data of the second scanning period is collected. Wherein, the second scanning resolution is greater than the first scanning resolution, and the third scanning resolution is smaller than or equal to the first scanning resolution.
需要说明的是,设定通过第一分辨率对预设扫描区域进行粗扫描,可以检测到预设扫描区域是否存在待测目标以及待测目标的大概位置信息,通过大于第一扫描分辨率的第二扫描分辨率对精细观测区域进行扫描,可以准确定位待测目标的位置信息,提高目标探测的精度。It should be noted that, if the preset scan area is set to be roughly scanned with the first resolution, it can be detected whether there is a target to be measured in the preset scan area and the approximate position information of the target to be measured. The second scanning resolution scans the fine observation area, which can accurately locate the position information of the target to be measured and improve the accuracy of target detection.
在一个实施例中,在所述待测目标为多个时,所述精细扫描区域为与所述多个待测目标在所述预设扫描区域中的多个位置对应的区域。In one embodiment, when there are multiple targets to be measured, the fine scanning area is an area corresponding to multiple positions of the multiple targets to be measured in the preset scanning area.
具体地,在根据第一点云数据检测到预设扫描区域存在多个检测目标时,根据第一点云数据确定每个待测目标在预设扫描区域中的位置信息,确定所有待测目标在预设扫描区域中的所有位置信息对应的区域,作为精细扫描区域。Specifically, when it is detected that there are multiple detection targets in the preset scanning area according to the first point cloud data, the position information of each target to be measured in the preset scanning area is determined according to the first point cloud data, and all the targets to be detected are determined The area corresponding to all the position information in the preset scanning area is used as the fine scanning area.
如图4所示,提供了一种精细扫描区域和观测扫描区域的应用场景示意图。As shown in FIG. 4 , a schematic diagram of an application scenario of a fine scanning area and an observation scanning area is provided.
根据图4可知,根据第一点云数据检测出4个待测目标(图中以空心圆显示),确定每个待测目标在预设扫描区域中的位置信息,确定4个待测目标在预设扫描区域中的位置信息所对应的区域,作为精细扫描区域,从而确定预设扫描区域中,除精细扫描区域以外的区域作为观测扫描区域。在精细扫描区域内发射第二扫描分辨率的激光信号,对精细扫描区域进行扫描,并在观测扫描区域内发射第三扫描分辨率的激光信号,对观测扫描区域进行扫描,采集得到第二扫描周期的第二点云数据。According to Fig. 4, it can be seen that 4 targets to be measured are detected according to the first point cloud data (shown as hollow circles in the figure), the position information of each target to be measured in the preset scanning area is determined, and the 4 targets to be measured are determined to be The area corresponding to the position information in the preset scanning area is used as the fine scanning area, so that the area other than the fine scanning area in the preset scanning area is determined as the observation scanning area. Launch the laser signal of the second scanning resolution in the fine scanning area, scan the fine scanning area, and emit the laser signal of the third scanning resolution in the observation scanning area, scan the observation scanning area, and acquire the second scan Periodic second point cloud data.
在一个实施例中,所述对所述当前周期的第一点云进行目标检测之后,还包括:In one embodiment, after performing target detection on the first point cloud of the current period, further comprising:
若所述第一点云的检测结果中未检测出待测目标,则在下一周期中,采用第一扫描分辨率对预设扫描区域进行扫描,得到对应更新后的第一点云,直至在所述第一点云的检测结果中检测出待测目标。If the target to be measured is not detected in the detection result of the first point cloud, then in the next cycle, use the first scanning resolution to scan the preset scanning area to obtain the corresponding updated first point cloud until The target to be detected is detected in the detection result of the first point cloud.
具体地,根据第一扫描周期的第一点云数据,对预设扫描区域进行目标检测,若第一点云数据的检测结果显示预设扫描区域没有检测到待测目标,则设定在下一扫描周期(即新的第一扫描周期)中,仍在预设扫描区域内发射第一分辨率的激光信号,对预设扫描区域进行扫描,采集得到新的第一扫描周期中预设扫描区域内的点云数据作为更新后的第一点云数据,若在更新后的第一点云数据的检测结果显示未检测到待测目标,则返回执行上述在下一周期中,采用第一扫描分辨率对预设扫描区域进行扫描,得到对应更新后的第一点云的步骤,直至根据更新后的第一点云数据在预设扫描区域检测到待测目标为止。Specifically, according to the first point cloud data in the first scanning cycle, the target detection is performed on the preset scanning area, and if the detection result of the first point cloud data shows that the target to be measured is not detected in the preset scanning area, then set the next In the scanning period (namely the new first scanning period), the laser signal of the first resolution is still emitted in the preset scanning area, the preset scanning area is scanned, and the preset scanning area in the new first scanning period is acquired The point cloud data within is used as the updated first point cloud data. If the detection result of the updated first point cloud data shows that the target to be measured is not detected, then return to execute the above in the next cycle, using the first scan resolution The step of scanning the preset scanning area at a high rate to obtain the corresponding updated first point cloud until the target to be measured is detected in the preset scanning area according to the updated first point cloud data.
本实施例通过采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云,对当前周期的第一点云进行目标检测,若检测出待测目标,则基于待测目标确定精细扫描区域和观测扫描区域,在下一扫描周期中,采用第二扫描分辨率对精细扫描区域进行扫描,以及采用第三扫描分辨率对观测扫描区域进行扫描,得到第二点云,能够实现在预设扫描区域中,探测待测目标的同时确定待测目标周围环境的变化,进而保证了待测目标的安全性,同时提高了目标定位的精度。In this embodiment, by using the first scanning resolution to scan the preset scanning area, the first point cloud of the current period is obtained, and the target detection is performed on the first point cloud of the current period. The target determines the fine scanning area and the observation scanning area. In the next scanning cycle, the second scanning resolution is used to scan the fine scanning area, and the third scanning resolution is used to scan the observation scanning area to obtain the second point cloud, which can In the preset scanning area, changes in the surrounding environment of the target are detected while the target is detected, thereby ensuring the safety of the target and improving the accuracy of target positioning.
实施例二Embodiment two
本实施例是对实施例一的进一步说明,与实施例一相同或相似的地方,具体可参见实施例一的相关描述,此处不再赘述。如图5所示,本实施例中的基于激光扫描的目标探测方法,还包括:This embodiment is a further description of Embodiment 1. For the same or similar parts as Embodiment 1, please refer to the relevant description of Embodiment 1 for details, and details will not be repeated here. As shown in Figure 5, the target detection method based on laser scanning in this embodiment also includes:
S104、对所述第二点云进行目标检测,得到所述待测目标的精细检测结果。S104. Perform object detection on the second point cloud to obtain a fine detection result of the object to be detected.
具体地,在采集到第二扫描周期中精细扫描区域和观测扫描区域的第二点云数据后,根据第二点云数据,对精细扫描区域进行目标检测,得到待测目标的精细检测结果(也即待测目标的位置信息),同时根据第二点云数据,对精细扫描区域和观测扫描区域进行目标检测,以确定是否存在新增目标。Specifically, after collecting the second point cloud data of the fine scanning area and the observation scanning area in the second scanning period, according to the second point cloud data, the target detection is performed on the fine scanning area, and the fine detection result of the target to be measured is obtained ( That is, the location information of the target to be measured), and at the same time, according to the second point cloud data, target detection is performed on the fine scanning area and the observation scanning area to determine whether there is a new target.
可以理解的是,采用大于第一扫描分辨率的第二分辨率对精细扫描区域进行精细扫描后,对应得到的精细检测结果包含的位置信息精度更高。It can be understood that, after fine-scanning the fine-scan area with the second resolution higher than the first scan resolution, the position information contained in the corresponding fine detection result is higher in accuracy.
作为示例而非限定,在采集到第一点云数据后,可根据第一点云数据确定待测目标的第一数量,每个待测目标的第一形状和第一位置信息,基于每个待测目标的第一形状和第一位置信息对每个待测目标添加对应的标注。在采集到第二点云数据后,根据第二点云数据确定待测目标的第二数量,若第二数量与第一数量相同,则判定当前检测结果为未出现新增目标;若第二数量大于第一数量,则根据第二点云数据确定每个待测目标的第二形状和第二位置信息,基于上述第二形状和第二位置信息与第一形状和第一位置信息进行匹配,将未匹配成功的待测目标作为新增目标,并添加新的标注。As an example and not a limitation, after the first point cloud data is collected, the first number of objects to be measured can be determined according to the first point cloud data, the first shape and first position information of each object to be measured, based on each The first shape and the first position information of the target to be measured add a corresponding label to each target to be measured. After collecting the second point cloud data, determine the second quantity of the target to be measured according to the second point cloud data, if the second quantity is the same as the first quantity, then determine that the current detection result is no new target; if the second If the number is greater than the first number, then determine the second shape and second position information of each object to be measured according to the second point cloud data, and match the first shape and first position information based on the second shape and second position information , take the unmatched target to be tested as a new target, and add a new label.
在一个实施例中,所述方法,还包括:In one embodiment, the method further includes:
若所述第二点云的检测结果中出现新增目标,则将所述新增目标作为待测目标,基于所述待测目标对所述精细扫描区域和观测扫描区域进行更新。If a new target appears in the detection result of the second point cloud, the new target is used as the target to be measured, and the fine scanning area and the observation scanning area are updated based on the target to be measured.
具体地,若观测扫描区域的检测结果显示存在新增目标,则将新增目标更新为待测目标,根据第二点云数据确定待测目标在预设扫描区域内的位置信息,根据待测目标在预设扫描区域内的位置信息对精细扫描区域行更新,根据预设扫描区域和更新后的精细扫描区域对观测扫描区域进行更新,并采用第二扫描分辨率对更新后的精细扫描区域进行扫描,以及采用第三扫描分辨率对更新后的观测扫描区域进行扫描,得到新第二点云数据。Specifically, if the detection result of the observation scanning area shows that there is a new target, the new target is updated as the target to be measured, and the position information of the target to be measured in the preset scanning area is determined according to the second point cloud data. The position information of the target in the preset scanning area is updated for the fine scanning area, the observation scanning area is updated according to the preset scanning area and the updated fine scanning area, and the updated fine scanning area is updated with the second scanning resolution Scanning is performed, and the updated observation scanning area is scanned with a third scanning resolution to obtain new second point cloud data.
如图6所示,提供了一种基于新增目标进行扫描的应用场景示意图。As shown in FIG. 6 , a schematic diagram of an application scenario of scanning based on a newly added target is provided.
根据图6可知,根据第二点云数据检测出3个新增的待测目标(图中以空心圆显示),确定上述3个新增目标在预设扫描区域内的位置信息为对应的区域,作为新的精细扫描区域,新的观测扫描区域为预设扫描区域中除新的精细扫描区域以外的区域;在新的观测扫描区域发射第二分辨率的激光信号,对新的观测扫描区域进行扫描,并在新的观测扫描区域内发射第三扫描分辨率的激光信号,对新的观测扫描区域进行扫描,采集得到新第二扫描周期的第二点云数据。According to Figure 6, it can be seen that three newly added targets to be measured are detected according to the second point cloud data (shown as hollow circles in the figure), and the position information of the above three newly added targets in the preset scanning area is determined as the corresponding area , as the new fine scanning area, the new observation scanning area is the area other than the new fine scanning area in the preset scanning area; the laser signal with the second resolution is emitted in the new observation scanning area, and the new observation scanning area Scanning is performed, and a laser signal with a third scanning resolution is emitted in the new observation scanning area, and the new observation scanning area is scanned to acquire second point cloud data of a new second scanning period.
在一个实施例中,所述采用第二扫描分辨率对所述精细扫描区域进行扫描,以及采用第三扫描分辨率对所述观测扫描区域进行扫描,得到第二点云,包括:In one embodiment, the second scan resolution is used to scan the fine scan area, and the third scan resolution is used to scan the observation scan area to obtain a second point cloud, including:
降低帧频得到第二扫描分辨率,采用所述第二扫描分辨率对所述精细扫描区域进行扫描;reducing the frame rate to obtain a second scanning resolution, and using the second scanning resolution to scan the fine scanning area;
提高帧频得到第三扫描分辨率,采用所述第三扫描分辨率对所述观测扫描区域进行扫描,得到所述第二点云。Increase the frame rate to obtain a third scanning resolution, and use the third scanning resolution to scan the observation scanning area to obtain the second point cloud.
具体地,扫描分辨率具体指角分辨率。帧频表示一秒钟内激光雷达电机旋转的圈数。由于分辨率是随着帧频的变化而变化,因此可通过降低帧频,将第一扫描分辨率调整至第二扫描分辨率,在精细扫描区域内发射第二扫描分辨率的激光信号,对精细扫描区域进行扫描;同时提高帧频将第一扫描分辨率调整至第三扫描分辨率,在观测扫描区域内发射第三扫描分辨率的激光信号,对观测扫描区域进行扫描,采集得到第二扫描周期的第二点云数据。Specifically, the scan resolution specifically refers to the angular resolution. The frame rate represents the number of revolutions of the lidar motor in one second. Since the resolution changes with the change of the frame frequency, the first scanning resolution can be adjusted to the second scanning resolution by reducing the frame rate, and the laser signal of the second scanning resolution can be emitted in the fine scanning area. Scan the fine scanning area; at the same time increase the frame rate to adjust the first scanning resolution to the third scanning resolution, emit the laser signal of the third scanning resolution in the observation scanning area, scan the observation scanning area, and acquire the second The second point cloud data of the scan cycle.
本实施例通过采用较大的第二分辨率对精细扫描区域进行扫描,采集获得的第二点云数据进行目标检测,获得对应的待测目标的精细检测结果,可以准确定位待测目标在预设扫描区域的位置信息,提高了目标探测的精度;同时通过第二点云数据检测是否存在新的待测目标,能够在定位待测目标的同时观测周围环境,进一步提高了目标探测的效率。In this embodiment, by using a larger second resolution to scan the fine scanning area, collect the obtained second point cloud data for target detection, and obtain the corresponding fine detection results of the target to be measured, it is possible to accurately locate the target to be measured in the predicted state. The location information of the scanning area is set to improve the accuracy of target detection; at the same time, through the second point cloud data to detect whether there is a new target to be measured, it is possible to observe the surrounding environment while locating the target to be measured, which further improves the efficiency of target detection.
实施例三Embodiment Three
本实施例是对实施例一的进一步说明,与实施例一相同或相似的地方,具体可参见实施例一的相关描述,此处不再赘述。如图7所示,本实施例中的基于激光扫描的目标探测方法,还包括:This embodiment is a further description of Embodiment 1. For the same or similar parts as Embodiment 1, please refer to the relevant description of Embodiment 1 for details, and details will not be repeated here. As shown in Figure 7, the target detection method based on laser scanning in this embodiment also includes:
S105、若所述第二点云检测结果中未出现新增目标,则在至少一个周期采用所述第一扫描分辨率对所述预设扫描区域进行扫描,直至检测出待测目标。S105. If no new target appears in the second point cloud detection result, scan the preset scanning area with the first scanning resolution for at least one period until the target to be detected is detected.
具体地,若根据第二点云数据,对精细扫描区域和观测扫描区域进行目标检测的检测结果显示未出现新增目标,则设定在之后的至少一个扫描周期内,在预设扫描区域内发射第一扫描分辨率的激光信号,对预设扫描区域进行扫描,直至检测出待测目标。Specifically, if according to the second point cloud data, the detection result of the target detection on the fine scanning area and the observation scanning area shows that no new target appears, then it is set within at least one subsequent scanning cycle, within the preset scanning area A laser signal with the first scanning resolution is emitted, and the preset scanning area is scanned until the target to be measured is detected.
本实施例通过在基于第二点云检测结果未检测出新增目标时,对预设扫描区域进行多个周期的扫描,实现对预设扫描区域的实时监测,避免由于环境变化出现新目标而产生的漏检现象,进一步提高了目标探测的准确率和可信度。In this embodiment, when no new target is detected based on the second point cloud detection result, multiple cycles of scanning are performed on the preset scanning area to realize real-time monitoring of the preset scanning area, so as to avoid the occurrence of new targets due to environmental changes. The resulting missing detection phenomenon further improves the accuracy and reliability of target detection.
应理解,上述实施例中各步骤的序号的大小并不意味着执行顺序的先后,各过程的执行顺序应以其功能和内在逻辑确定,而不应对本申请实施例的实施过程构成任何限定。It should be understood that the sequence numbers of the steps in the above embodiments do not mean the order of execution, and the execution order of each process should be determined by its function and internal logic, and should not constitute any limitation to the implementation process of the embodiment of the present application.
实施例四Embodiment four
对应于上文实施例所述的基于激光扫描的目标探测方法,图8示出了本申请实施例提供的基于激光扫描的目标探测装置的结构框图,为了便于说明,仅示出了与本申请实施例相关的部分。Corresponding to the target detection method based on laser scanning described in the above embodiments, Fig. 8 shows a structural block diagram of a target detection device based on laser scanning provided in the embodiment of the present application. Example related parts.
参照图5,该基于激光扫描的目标探测装置2包括:Referring to Fig. 5, the
激光扫描模块201,用于采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云;The
检测模块202,用于对所述当前周期的第一点云进行目标检测,若检测出待测目标,则基于所述待测目标确定精细扫描区域和观测扫描区域;其中,所述精细扫描区域与所述待测目标在所述预设扫描区域中的位置对应;所述观测扫描区域为所述预设扫描区域中除所述精细扫描区域以外的区域;The
激光扫描模块201,还用于在下一扫描周期中,采用第二扫描分辨率对所述精细扫描区域进行扫描,以及采用第三扫描分辨率对所述观测扫描区域进行扫描,得到第二点云;其中,所述第二扫描分辨率大于所述第一扫描分辨率,所述第三扫描分辨率小于或等于所述第一扫描分辨率。The
在一个实施例中,在所述待测目标为多个时,所述精细扫描区域为与所述多个待测目标在所述预设扫描区域中的多个位置对应的区域。In one embodiment, when there are multiple targets to be measured, the fine scanning area is an area corresponding to multiple positions of the multiple targets to be measured in the preset scanning area.
在一个实施例中,所述检测模块,还用于对所述第二点云进行目标检测,得到所述待测目标的精细检测结果。In one embodiment, the detection module is further configured to perform object detection on the second point cloud to obtain a fine detection result of the object to be detected.
在一个实施例中,所述激光扫描模块,还用于若所述第二点云的检测结果中出现新增目标,则将所述新增目标作为待测目标,基于所述待测目标对所述精细扫描区域和观测扫描区域进行更新。In one embodiment, the laser scanning module is further configured to use the newly added target as the target to be measured if a new target appears in the detection result of the second point cloud. The fine scanning area and the observation scanning area are updated.
在一个实施例中,所述激光扫描模块,还用于若所述第二点云检测结果中未出现新增目标,则在至少一个周期采用所述第一扫描分辨率对所述预设扫描区域进行扫描,直至检测出待测目标。In one embodiment, the laser scanning module is further configured to scan the preset scan with the first scan resolution in at least one cycle if no new target appears in the second point cloud detection result The area is scanned until the target to be detected is detected.
在一个实施例中,所述激光扫描模块,包括:In one embodiment, the laser scanning module includes:
第一扫描单元,用于降低帧频得到第二扫描分辨率,采用所述第二扫描分辨率对所述精细扫描区域进行扫描;The first scanning unit is configured to reduce the frame rate to obtain a second scanning resolution, and use the second scanning resolution to scan the fine scanning area;
第二扫描单元,用于提高帧频得到第三扫描分辨率,采用所述第三扫描分辨率对所述观测扫描区域进行扫描,得到所述第二点云。The second scanning unit is configured to increase the frame rate to obtain a third scanning resolution, and use the third scanning resolution to scan the observation scanning area to obtain the second point cloud.
在一个实施例中,所述激光扫描模块,还用于若所述第一点云的检测结果中未检测出待测目标,则在下一周期中,采用第一扫描分辨率对预设扫描区域进行扫描,得到对应更新后的第一点云,直至在所述第一点云的检测结果中检测出待测目标。In one embodiment, the laser scanning module is further configured to use the first scanning resolution to scan the preset scanning area in the next cycle if the target to be measured is not detected in the detection result of the first point cloud. Scanning is performed to obtain a correspondingly updated first point cloud until the target to be measured is detected in the detection result of the first point cloud.
本实施例通过采用第一扫描分辨率对预设扫描区域进行扫描,得到当前周期的第一点云,对当前周期的第一点云进行目标检测,若检测出待测目标,则基于待测目标确定精细扫描区域和观测扫描区域,在下一扫描周期中,采用第二扫描分辨率对精细扫描区域进行扫描,以及采用第三扫描分辨率对观测扫描区域进行扫描,得到第二点云,能够实现在预设扫描区域中,探测待测目标的同时确定待测目标周围环境的变化,进而保证了待测目标的安全性,同时提高了目标定位的精度。In this embodiment, by using the first scanning resolution to scan the preset scanning area, the first point cloud of the current period is obtained, and the target detection is performed on the first point cloud of the current period. The target determines the fine scanning area and the observation scanning area. In the next scanning cycle, the second scanning resolution is used to scan the fine scanning area, and the third scanning resolution is used to scan the observation scanning area to obtain the second point cloud, which can In the preset scanning area, changes in the surrounding environment of the target are detected while the target is detected, thereby ensuring the safety of the target and improving the accuracy of target positioning.
需要说明的是,上述装置/单元之间的信息交互、执行过程等内容,由于与本申请方法实施例基于同一构思,其具体功能及带来的技术效果,具体可参见方法实施例部分,此处不再赘述。It should be noted that the information interaction and execution process between the above-mentioned devices/units are based on the same concept as the method embodiment of the present application, and its specific functions and technical effects can be found in the method embodiment section. I won't repeat them here.
实施例五Embodiment five
图9为本申请一实施例提供的目标探测终端的结构示意图。如图9所示,该实施例的目标探测终端9包括:至少一个处理器90(图9中仅示出一个)、存储器91以及存储在所述存储器91中并可在所述至少一个处理器90上运行的计算机程序92,所述处理器90执行所述计算机程序92时实现上述任意各个基于激光扫描的目标探测方法实施例中的步骤。FIG. 9 is a schematic structural diagram of a target detection terminal provided by an embodiment of the present application. As shown in Figure 9, the
所述目标探测终端9可以是桌上型计算机、笔记本、掌上电脑及云端服务器等计算设备。该目标探测终端可包括,但不仅限于,处理器90、存储器91。本领域技术人员可以理解,图9仅仅是目标探测终端9的举例,并不构成对目标探测终端9的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件,例如还可以包括输入输出设备、网络接入设备等。The
所称处理器90可以是中央处理单元(Central Processing Unit,CPU),该处理器90还可以是其他通用处理器、数字信号处理器(Digital Signal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现成可编程门阵列(Field-Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件等。通用处理器可以是微处理器或者该处理器也可以是任何常规的处理器等。The so-called
所述存储器91在一些实施例中可以是所述目标探测终端9的内部存储单元,例如目标探测终端9的硬盘或内存。所述存储器91在另一些实施例中也可以是所述目标探测终端9的外部存储设备,例如所述目标探测终端9上配备的插接式硬盘,智能存储卡(SmartMedia Card,SMC),安全数字卡(Secure Digital,SD),闪存卡(Flash Card)等。进一步地,所述存储器91还可以既包括所述目标探测终端9的内部存储单元也包括外部存储设备。所述存储器91用于存储操作系统、应用程序、引导装载程序(BootLoader)、数据以及其他程序等,例如所述计算机程序的程序代码等。所述存储器91还可以用于暂时地存储已经输出或者将要输出的数据。The
所属领域的技术人员可以清楚地了解到,为了描述的方便和简洁,仅以上述各功能单元、模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能单元、模块完成,即将所述装置的内部结构划分成不同的功能单元或模块,以完成以上描述的全部或者部分功能。实施例中的各功能单元、模块可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中,上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。另外,各功能单元、模块的具体名称也只是为了便于相互区分,并不用于限制本申请的保护范围。上述系统中单元、模块的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that for the convenience and brevity of description, only the division of the above-mentioned functional units and modules is used for illustration. In practical applications, the above-mentioned functions can be assigned to different functional units, Completion of modules means that the internal structure of the device is divided into different functional units or modules to complete all or part of the functions described above. Each functional unit and module in the embodiment may be integrated into one processing unit, or each unit may exist separately physically, or two or more units may be integrated into one unit, and the above-mentioned integrated units may adopt hardware It can also be implemented in the form of software functional units. In addition, the specific names of the functional units and modules are only for the convenience of distinguishing each other, and are not used to limit the protection scope of the present application. For the specific working process of the units and modules in the above system, reference may be made to the corresponding process in the foregoing method embodiments, and details will not be repeated here.
本申请实施例还提供了一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现可实现上述各个方法实施例中的步骤。The embodiment of the present application also provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps in each of the foregoing method embodiments can be realized.
本申请实施例提供了一种计算机程序产品,当计算机程序产品在移动终端上运行时,使得移动终端执行时实现可实现上述各个方法实施例中的步骤。An embodiment of the present application provides a computer program product. When the computer program product is run on a mobile terminal, the mobile terminal can implement the steps in the foregoing method embodiments when executed.
所述集成的单元如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本申请实现上述实施例方法中的全部或部分流程,可以通过计算机程序来指令相关的硬件来完成,所述的计算机程序可存储于一计算机可读存储介质中,该计算机程序在被处理器执行时,可实现上述各个方法实施例的步骤。其中,所述计算机程序包括计算机程序代码,所述计算机程序代码可以为源代码形式、对象代码形式、可执行文件或某些中间形式等。所述计算机可读介质至少可以包括:能够将计算机程序代码携带到拍照装置/终端设备的任何实体或装置、记录介质、计算机存储器、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,RandomAccess Memory)、电载波信号、电信信号以及软件分发介质。例如U盘、移动硬盘、磁碟或者光盘等。在某些司法管辖区,根据立法和专利实践,计算机可读介质不可以是电载波信号和电信信号。If the integrated unit is realized in the form of a software function unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, all or part of the procedures in the methods of the above embodiments in the present application can be completed by instructing related hardware through computer programs, and the computer programs can be stored in a computer-readable storage medium. The computer program When executed by a processor, the steps in the above-mentioned various method embodiments can be realized. Wherein, the computer program includes computer program code, and the computer program code may be in the form of source code, object code, executable file or some intermediate form. The computer-readable medium may at least include: any entity or device capable of carrying computer program codes to a photographing device/terminal device, a recording medium, a computer memory, a read-only memory (ROM, Read-Only Memory), a random access memory (RAM, Random Access Memory), electrical carrier signal, telecommunication signal, and software distribution medium. Such as U disk, mobile hard disk, magnetic disk or optical disk, etc. In some jurisdictions, computer readable media may not be electrical carrier signals and telecommunication signals under legislation and patent practice.
在上述实施例中,对各个实施例的描述都各有侧重,某个实施例中没有详述或记载的部分,可以参见其它实施例的相关描述。In the above-mentioned embodiments, the descriptions of each embodiment have their own emphases, and for parts that are not detailed or recorded in a certain embodiment, refer to the relevant descriptions of other embodiments.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本申请的范围。Those skilled in the art can appreciate that the units and algorithm steps of the examples described in conjunction with the embodiments disclosed herein can be implemented by electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are executed by hardware or software depends on the specific application and design constraints of the technical solution. Those skilled in the art may use different methods to implement the described functions for each specific application, but such implementation should not be regarded as exceeding the scope of the present application.
在本申请所提供的实施例中,应该理解到,所揭露的装置/网络设备和方法,可以通过其它的方式实现。例如,以上所描述的装置/网络设备实施例仅仅是示意性的,例如,所述模块或单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通讯连接可以是通过一些接口,装置或单元的间接耦合或通讯连接,可以是电性,机械或其它的形式。In the embodiments provided in this application, it should be understood that the disclosed device/network device and method may be implemented in other ways. For example, the device/network device embodiments described above are only illustrative. For example, the division of the modules or units is only a logical function division. In actual implementation, there may be other division methods, such as multiple units Or components may be combined or may be integrated into another system, or some features may be omitted, or not implemented. In another point, the mutual coupling or direct coupling or communication connection shown or discussed may be through some interfaces, and the indirect coupling or communication connection of devices or units may be in electrical, mechanical or other forms.
所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例方案的目的。The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place, or may be distributed to multiple network units. Part or all of the units can be selected according to actual needs to achieve the purpose of the solution of this embodiment.
以上所述实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本申请各实施例技术方案的精神和范围,均应包含在本申请的保护范围之内。The above-described embodiments are only used to illustrate the technical solutions of the present application, rather than to limit them; although the present application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: it can still implement the foregoing embodiments Modifications to the technical solutions described in the examples, or equivalent replacements for some of the technical features; and these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the spirit and scope of the technical solutions of the various embodiments of the application, and should be included in the Within the protection scope of this application.
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