CN111650392A - Detection method of metal plate motion speed based on line scan camera stereo vision - Google Patents
Detection method of metal plate motion speed based on line scan camera stereo vision Download PDFInfo
- Publication number
- CN111650392A CN111650392A CN202010632538.XA CN202010632538A CN111650392A CN 111650392 A CN111650392 A CN 111650392A CN 202010632538 A CN202010632538 A CN 202010632538A CN 111650392 A CN111650392 A CN 111650392A
- Authority
- CN
- China
- Prior art keywords
- line scan
- metal plate
- scan camera
- metal sheet
- tested
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01P—MEASURING LINEAR OR ANGULAR SPEED, ACCELERATION, DECELERATION, OR SHOCK; INDICATING PRESENCE, ABSENCE, OR DIRECTION, OF MOVEMENT
- G01P3/00—Measuring linear or angular speed; Measuring differences of linear or angular speeds
- G01P3/64—Devices characterised by the determination of the time taken to traverse a fixed distance
- G01P3/68—Devices characterised by the determination of the time taken to traverse a fixed distance using optical means, i.e. using infrared, visible, or ultraviolet light
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Length Measuring Devices By Optical Means (AREA)
Abstract
本发明提供一种基于线阵相机立体视觉的金属板材运动速度检测方法,包括以下步骤:基于待测金属板材自身的运动,通过多个线阵相机在不同位置获取所述待测金属板材的表面图像;通过立体匹配确定所述待测金属板材的表面任一像素位置在两台所述线阵相机采集图像中的位置差异;结合线阵相机设置的采样行频,实现所述待测金属板材运动速度的实时检测。本发明适用于金属板材运动速度的实时检测,使得面阵相机采集的板材表面图像不缺失,线阵相机采集的板材表面图像不畸变,金属板材表面缺陷的定位更准确。
The present invention provides a method for detecting the motion speed of a metal plate based on the stereo vision of a line scan camera, which comprises the following steps: based on the movement of the metal plate to be measured, acquiring the surface of the metal plate to be measured at different positions through a plurality of line scan cameras image; determine the position difference of any pixel position on the surface of the metal sheet to be tested in the images collected by the two line scan cameras through stereo matching; combine the sampling line frequency set by the line scan cameras to realize the metal sheet to be tested Real-time detection of motion speed. The invention is suitable for the real-time detection of the movement speed of the metal plate, so that the surface image of the plate collected by the area array camera is not missing, the surface image of the plate collected by the line array camera is not distorted, and the positioning of the surface defect of the metal plate is more accurate.
Description
技术领域technical field
本发明涉及速度检测方法的技术领域,具体而言,尤其涉及基于线阵相机立体视觉的金属板材运动速度检测方法。The present invention relates to the technical field of speed detection methods, in particular, to a method for detecting the movement speed of a metal plate based on the stereo vision of a line scan camera.
背景技术Background technique
金属板材表面缺陷对金属板带质量有重要影响。受原材料、轧制工艺、系统控制等因素影响,金属板材表面缺陷,如裂纹、划痕、辊印、结疤、夹杂等,不仅对金属板材的耐磨性、抗疲劳性、抗腐蚀性和电磁特性有不同程度影响,还可能造成生产上断带、停车等严重事故发生,对生产企业造成不可估计的经济和品牌损失。因此,各国生产企业对金属板材表面质量的检测都十分重视,不惜花费巨资改进检测技术、提高检测水平。Surface defects of sheet metal have an important influence on the quality of sheet metal strips. Affected by raw materials, rolling process, system control and other factors, surface defects of metal sheets, such as cracks, scratches, roll marks, scarring, inclusions, etc., not only affect the wear resistance, fatigue resistance, corrosion resistance and corrosion resistance of metal sheets. Electromagnetic characteristics have varying degrees of influence, and may also cause serious accidents such as belt breakage and parking during production, resulting in inestimable economic and brand losses to production enterprises. Therefore, manufacturers in various countries attach great importance to the detection of the surface quality of metal sheets, and spend huge sums of money to improve the detection technology and improve the detection level.
基于机器视觉的金属板材表面缺陷在线检测技术是金属板材生产线表面质量监控的重要先进手段与技术。基于机器视觉的在线检测可以进行实时、全连续、全覆盖的金属表面质量检测,受到生产企业的广泛关注以及得到大量应用。现有基于机器视觉的金属板材表面缺陷检测方法主要有两种方式,一是采用面阵相机结合面光源的方法,二是采用线阵相机结合线型光源的方法。不论采用哪种方法,在利用相机对金属表面进行成像时,都需要将图像采集速度与金属板材运动速度进行匹配,否则都会影响钢板表面图像的获取:对于面阵相机,运动速度不匹配会导致相邻帧图像之间存在板材表面图像缺失或者重叠;对于线阵相机,运动速度不匹配会导致板材表面图像空间分辨率在运动方向不一致,存在图像畸变。On-line detection technology of metal sheet surface defects based on machine vision is an important advanced means and technology for surface quality monitoring of metal sheet production lines. On-line inspection based on machine vision can perform real-time, full-continuous, and full-coverage metal surface quality inspection, which has attracted wide attention from production enterprises and has been widely used. There are mainly two methods for detecting surface defects of metal sheets based on machine vision. One is the method of using an area scan camera combined with a surface light source, and the other is a method of using a line scan camera combined with a linear light source. No matter which method is used, when using the camera to image the metal surface, it is necessary to match the image acquisition speed with the movement speed of the metal plate, otherwise it will affect the acquisition of the surface image of the steel plate: for the area scan camera, the mismatch of the movement speed will lead to There are missing or overlapping plate surface images between adjacent frame images; for line scan cameras, the mismatch of motion speeds will lead to inconsistent spatial resolution of plate surface images in the direction of motion, resulting in image distortion.
针对金属板材表面图像需要严格与板材运动速度匹配的问题,目前板材运动速度的获取方法为通过安装在金属板材输送辊上的编码器实现。然而,由于输送辊与金属板材之间存在打滑,利用输送辊上的编码器获取金属板材运送速度的方法准确性不足。Aiming at the problem that the surface image of the metal sheet needs to be strictly matched with the moving speed of the sheet, the current method for obtaining the moving speed of the sheet is to use an encoder installed on the conveying roller of the metal sheet. However, due to the slippage between the conveying roller and the metal plate, the method of obtaining the conveying speed of the metal plate by using the encoder on the conveying roller is not accurate enough.
发明内容SUMMARY OF THE INVENTION
根据上述提出由于输送辊与金属板材之间存在打滑,利用输送辊上的编码器获取金属板材运送速度的方法准确性不足的技术问题,而提供一种一种基于线阵相机立体视觉的金属板材运动速度检测方法,其特征在于,包括以下步骤:According to the above technical problem that the method of using the encoder on the conveying roller to obtain the conveying speed of the metal plate is insufficient due to the slippage between the conveying roller and the metal plate, a metal plate based on the stereo vision of a line scan camera is provided. The motion speed detection method is characterized in that, comprises the following steps:
步骤S1:基于待测金属板材自身的运动,通过多个线阵相机在不同位置获取所述待测金属板材的表面图像;Step S1: based on the motion of the metal plate to be tested itself, acquire surface images of the metal plate to be tested at different positions through a plurality of line scan cameras;
步骤S2:通过立体匹配确定所述待测金属板材的表面任一点在两台所述线阵相机采集图像中的像素位置差异;Step S2: determining the pixel position difference of any point on the surface of the metal plate to be tested in the images collected by the two line scan cameras through stereo matching;
步骤S3:结合线阵相机设置的采样行频,实现所述待测金属板材运动速度的实时检测。Step S3: Real-time detection of the movement speed of the metal plate to be measured is realized in combination with the sampling line frequency set by the line scan camera.
进一步地,多个所述线阵相机均设置于所述待测金属板材的同一表面。Further, a plurality of the line scan cameras are arranged on the same surface of the metal plate to be tested.
更进一步地,多个所述线阵相机在所述待测金属板材的表面的视场位置不同。Further, the position of the field of view of the plurality of line scan cameras on the surface of the metal plate to be tested is different.
进一步地,所述线阵相机为普通线阵相机或者时间延时积分线阵相机。Further, the line scan camera is a common line scan camera or a time-lapse integrating line scan camera.
更进一步地,通过立体匹配确定所述待测金属板材的表面任一像素位置在两台所述线阵相机采集图像中的位置差异,对于所述待测金属板材运动速度计算方法为:Further, the position difference of any pixel position of the surface of the metal sheet to be tested in the images captured by the two line scan cameras is determined by stereo matching, and the calculation method for the motion speed of the metal sheet to be tested is:
V=Pf/S;V=Pf/S;
其中,V表示所述待测金属板材运动速度,P表示所述线阵相机在待测金属板材表面的视场距离,f表示所述线阵相机的采样行频,S表示金属板材表面任一点经立体匹配后在所述线阵相机间采集图像中的像素位置差异。Wherein, V represents the moving speed of the metal plate to be measured, P represents the field of view distance of the line scan camera on the surface of the metal plate to be measured, f represents the sampling line frequency of the line scan camera, and S represents any point on the surface of the metal plate Differences in pixel positions in the images are collected between the line scan cameras after stereo matching.
较现有技术相比,本发明具有以下优点:Compared with the prior art, the present invention has the following advantages:
本发明适用于金属板材运动速度的实时检测,使得面阵相机采集的板材表面图像不缺失,线阵相机采集的板材表面图像不畸变,金属板材表面缺陷的定位更准确。The invention is suitable for the real-time detection of the moving speed of the metal plate, so that the surface image of the plate collected by the area array camera is not missing, the surface image of the plate collected by the line array camera is not distorted, and the positioning of the surface defect of the metal plate is more accurate.
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图做以简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to illustrate the embodiments of the present invention or the technical solutions in the prior art more clearly, the following briefly introduces the accompanying drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description These are some embodiments of the present invention, and for those of ordinary skill in the art, other drawings can also be obtained from these drawings without any creative effort.
图1为本发明相机布置方式示意图。其中,(a)为线阵相机视角平行;(b)为线阵相机视角相对;(c)为线阵相机视角相背。FIG. 1 is a schematic diagram of the arrangement of the camera of the present invention. Among them, (a) is the line scan camera angle of view parallel; (b) the line scan camera angle of view is opposite; (c) the line scan camera angle of view is opposite.
图2为本发明光源与相机配合方式示意图。其中,(a)为视场位置相近,共享光源;(b)为视场位置较远,独立光源。FIG. 2 is a schematic diagram of the mode of cooperation between the light source and the camera according to the present invention. Among them, (a) the position of the field of view is close, and the light source is shared; (b) the position of the field of view is far away, and the light source is independent.
具体实施方式Detailed ways
为了使本技术领域的人员更好地理解本发明方案,下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分的实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都应当属于本发明保护的范围。In order to make those skilled in the art better understand the solutions of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only Embodiments are part of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.
需要说明的是,本发明的说明书和权利要求书及上述附图中的术语“第一”、“第二”等是用于区别类似的对象,而不必用于描述特定的顺序或先后次序。应该理解这样使用的数据在适当情况下可以互换,以便这里描述的本发明的实施例能够以除了在这里图示或描述的那些以外的顺序实施。此外,术语“包括”和“具有”以及他们的任何变形,意图在于覆盖不排他的包含,例如,包含了一系列步骤或单元的过程、方法、系统、产品或设备不必限于清楚地列出的那些步骤或单元,而是可包括没有清楚地列出的或对于这些过程、方法、产品或设备固有的其它步骤或单元。It should be noted that the terms "first", "second" and the like in the description and claims of the present invention and the above drawings are used to distinguish similar objects, and are not necessarily used to describe a specific sequence or sequence. It is to be understood that the data so used may be interchanged under appropriate circumstances such that the embodiments of the invention described herein can be practiced in sequences other than those illustrated or described herein. Furthermore, the terms "comprising" and "having" and any variations thereof, are intended to cover non-exclusive inclusion, for example, a process, method, system, product or device comprising a series of steps or units is not necessarily limited to those expressly listed Rather, those steps or units may include other steps or units not expressly listed or inherent to these processes, methods, products or devices.
如图1-2所示,本发明提供了一种基于线阵相机立体视觉的金属板材运动速度检测方法,其基本原理是利用金属板材自身的运动,在本申请中,以2台线阵相机为例进行相应的说明。首先基于待测金属板材自身的运动,通过两台不同视角布置的线阵相机获取金属板材表面二维扫描图像,进而对两个不同视角的二维图像进行匹配,获取金属板材表面任一点在两个不同视角的二维图像中出现的时间差,最终结合线阵相机设置的采样行频,实现金属板材运动速度的实时检测。As shown in Figures 1-2, the present invention provides a method for detecting the motion speed of a metal plate based on the stereo vision of a line scan camera. The basic principle is to use the motion of the metal plate itself. In this application, two line scan cameras are used. Take an example to describe it accordingly. First, based on the motion of the metal sheet to be tested, two line scan cameras with different viewing angles are used to obtain two-dimensional scanning images of the surface of the metal sheet, and then the two-dimensional images of the two different viewing angles are matched to obtain any point on the surface of the metal sheet. The time difference in the two-dimensional images of different viewing angles is finally combined with the sampling line frequency set by the line scan camera to realize the real-time detection of the movement speed of the metal sheet.
通过立体匹配确定所述待测金属板材的表面任一点在两台所述线阵相机采集图像中的像素位置差异,对于所述待测金属板材运动速度计算方法为:Determine the pixel position difference of any point on the surface of the metal sheet to be tested in the images collected by the two line scan cameras through stereo matching. The calculation method for the motion speed of the metal sheet to be tested is as follows:
V=Pf/S;V=Pf/S;
其中,V表示所述待测金属板材运动速度,P表示所述线阵相机在待测金属板材表面的视场距离,f表示所述线阵相机的采样行频,S表示金属板材表面任一点经立体匹配后在所述线阵相机间采集图像中的位置差异。Wherein, V represents the moving speed of the metal plate to be measured, P represents the field of view distance of the line scan camera on the surface of the metal plate to be measured, f represents the sampling line frequency of the line scan camera, and S represents any point on the surface of the metal plate The position difference in the images is collected between the line scan cameras after stereo matching.
图1中,两台线阵相机的布置方式可以平行、相对也可以相背,两台线阵相机在金属板材表面的视场位置不同。In Figure 1, the arrangement of the two line scan cameras can be parallel, opposite or opposite, and the two line scan cameras have different positions of the field of view on the surface of the metal plate.
图2中,根据不同的相机布置方式,可以使用光源对板材表面补光以提升图像质量:1)当两台线阵相机在金属表面的视场位置基本相同时,采用共享同一LED条形、线型光源或者激光光源垂直于金属板材运动方向进行投射;2)当两台线阵相机在金属表面的视场位置不同时,不论两台线阵相机朝向相对还是相背,选择使用两组独立光源,独立光源采用LED条形、线型光源或者激光光源。每一视角线阵相机均配合使用一组独立光源,每组独立光源沿与之配合的线阵相机成像平面向金属表面进行投射。In Figure 2, according to different camera arrangements, the light source can be used to fill the surface of the plate to improve the image quality: 1) When the two line scan cameras have basically the same field of view position on the metal surface, use the same LED strip, The linear light source or laser light source is projected perpendicular to the movement direction of the metal plate; 2) When the field of view of the two line scan cameras on the metal surface is different, regardless of whether the two line scan cameras are facing opposite or opposite, choose to use two independent Light source, independent light source adopts LED strip, line light source or laser light source. Each viewing angle line scan camera is matched with a group of independent light sources, and each group of independent light sources is projected to the metal surface along the imaging plane of the line scan camera matched with it.
在本申请中,两个所述线阵相机均设置于所述待测金属板材的同一表面。且所述线阵相机在所述待测金属板材的表面的视场位置不同。In the present application, the two line scan cameras are arranged on the same surface of the metal plate to be tested. And the position of the field of view of the line scan camera on the surface of the metal plate to be tested is different.
同时,在本申请中,所述线阵相机为普通线阵相机或者时间延时积分线阵相机。Meanwhile, in this application, the line scan camera is a common line scan camera or a time-lapse integrating line scan camera.
上述本发明实施例序号仅仅为了描述,不代表实施例的优劣。The above-mentioned serial numbers of the embodiments of the present invention are only for description, and do not represent the advantages or disadvantages of the embodiments.
在本发明的上述实施例中,对各个实施例的描述都各有侧重,某个实施例中没有详述的部分,可以参见其他实施例的相关描述。在本申请所提供的几个实施例中,应该理解到,所揭露的技术内容,可通过其它的方式实现。其中,以上所描述的装置实施例仅仅是示意性的。In the above-mentioned embodiments of the present invention, the description of each embodiment has its own emphasis. For parts that are not described in detail in a certain embodiment, reference may be made to related descriptions of other embodiments. In the several embodiments provided in this application, it should be understood that the disclosed technical content can be implemented in other ways. The apparatus embodiments described above are merely illustrative.
最后应说明的是:以上各实施例仅用以说明本发明的技术方案,而非对其限制;尽管参照前述各实施例对本发明进行了详细的说明,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,或者对其中部分或者全部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发明各实施例技术方案的范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, but not to limit them; although the present invention has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: The technical solutions described in the foregoing embodiments can still be modified, or some or all of the technical features thereof can be equivalently replaced; and these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the technical solutions of the embodiments of the present invention. scope.
Claims (5)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010632538.XA CN111650392A (en) | 2020-07-03 | 2020-07-03 | Detection method of metal plate motion speed based on line scan camera stereo vision |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010632538.XA CN111650392A (en) | 2020-07-03 | 2020-07-03 | Detection method of metal plate motion speed based on line scan camera stereo vision |
Publications (1)
Publication Number | Publication Date |
---|---|
CN111650392A true CN111650392A (en) | 2020-09-11 |
Family
ID=72351957
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010632538.XA Pending CN111650392A (en) | 2020-07-03 | 2020-07-03 | Detection method of metal plate motion speed based on line scan camera stereo vision |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN111650392A (en) |
Citations (19)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CA680331A (en) * | 1960-08-04 | 1964-02-18 | H. Butterfield Michael | Measurement of time intervals |
JPS6186603A (en) * | 1984-10-05 | 1986-05-02 | Bridgestone Corp | Device of measuring behavior of ball |
EP0222267A1 (en) * | 1985-11-09 | 1987-05-20 | Asea Brown Boveri Aktiengesellschaft | Non-contact speed and length measurement method |
CH677832A5 (en) * | 1988-07-08 | 1991-06-28 | Beta Instr Co | |
WO1993019429A1 (en) * | 1992-03-18 | 1993-09-30 | In-Mar-Tech Australia Pty. Ltd. | Vision apparatus |
US5642299A (en) * | 1993-09-01 | 1997-06-24 | Hardin; Larry C. | Electro-optical range finding and speed detection system |
EP0984391A1 (en) * | 1997-05-29 | 2000-03-08 | Core Corp. | Device for counting fish population passing through a fish pass |
WO2001014982A1 (en) * | 1999-08-24 | 2001-03-01 | Acushnet Company | Multishutter camera system |
US6766038B1 (en) * | 1999-05-28 | 2004-07-20 | Nippon Telegraph And Telephone Corporation | Apparatus and method for image processing |
US6909516B1 (en) * | 2000-10-20 | 2005-06-21 | Xerox Corporation | Two dimensional surface motion sensing system using registration marks and linear array sensor |
WO2006067513A1 (en) * | 2004-12-24 | 2006-06-29 | Campbell Scientific Limited | A weather measurement device for determining the falling speed of hydrometers |
CN101206229A (en) * | 2007-12-11 | 2008-06-25 | 长安大学 | A Vehicle Speed Matching Method Based on Linear CCD Image |
CN101738162A (en) * | 2008-11-20 | 2010-06-16 | 株式会社Ihi | Method of detecting state of levitate-transported subject and apparatus for the same |
US20110001985A1 (en) * | 2009-07-01 | 2011-01-06 | Canon Kabushiki Kaisha | Measurement apparatus and optical apparatus with the same |
CN103293331A (en) * | 2012-02-22 | 2013-09-11 | 波马加尔斯基公司 | Device and method for measuring the speed of a traction rope of an aerial cableway |
US20140044460A1 (en) * | 2012-08-07 | 2014-02-13 | Ricoh Company, Limited | Moving-member detecting device and image forming apparatus |
CN104267209A (en) * | 2014-10-24 | 2015-01-07 | 浙江力石科技股份有限公司 | Method and system for expressway video speed measurement based on virtual coils |
CN106370884A (en) * | 2016-09-09 | 2017-02-01 | 成都通甲优博科技有限责任公司 | Vehicle speed measurement method based on binocular camera computer vision technology |
CN110533686A (en) * | 2019-10-08 | 2019-12-03 | 凌云光技术集团有限责任公司 | Line-scan digital camera line frequency and the whether matched judgment method of speed of moving body and system |
-
2020
- 2020-07-03 CN CN202010632538.XA patent/CN111650392A/en active Pending
Patent Citations (20)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CA680331A (en) * | 1960-08-04 | 1964-02-18 | H. Butterfield Michael | Measurement of time intervals |
JPS6186603A (en) * | 1984-10-05 | 1986-05-02 | Bridgestone Corp | Device of measuring behavior of ball |
EP0222267A1 (en) * | 1985-11-09 | 1987-05-20 | Asea Brown Boveri Aktiengesellschaft | Non-contact speed and length measurement method |
CH677832A5 (en) * | 1988-07-08 | 1991-06-28 | Beta Instr Co | |
WO1993019429A1 (en) * | 1992-03-18 | 1993-09-30 | In-Mar-Tech Australia Pty. Ltd. | Vision apparatus |
US5642299A (en) * | 1993-09-01 | 1997-06-24 | Hardin; Larry C. | Electro-optical range finding and speed detection system |
EP0984391A1 (en) * | 1997-05-29 | 2000-03-08 | Core Corp. | Device for counting fish population passing through a fish pass |
US6766038B1 (en) * | 1999-05-28 | 2004-07-20 | Nippon Telegraph And Telephone Corporation | Apparatus and method for image processing |
WO2001014982A1 (en) * | 1999-08-24 | 2001-03-01 | Acushnet Company | Multishutter camera system |
WO2001014982A8 (en) * | 1999-08-24 | 2001-09-07 | Acushnet Co | Multishutter camera system |
US6909516B1 (en) * | 2000-10-20 | 2005-06-21 | Xerox Corporation | Two dimensional surface motion sensing system using registration marks and linear array sensor |
WO2006067513A1 (en) * | 2004-12-24 | 2006-06-29 | Campbell Scientific Limited | A weather measurement device for determining the falling speed of hydrometers |
CN101206229A (en) * | 2007-12-11 | 2008-06-25 | 长安大学 | A Vehicle Speed Matching Method Based on Linear CCD Image |
CN101738162A (en) * | 2008-11-20 | 2010-06-16 | 株式会社Ihi | Method of detecting state of levitate-transported subject and apparatus for the same |
US20110001985A1 (en) * | 2009-07-01 | 2011-01-06 | Canon Kabushiki Kaisha | Measurement apparatus and optical apparatus with the same |
CN103293331A (en) * | 2012-02-22 | 2013-09-11 | 波马加尔斯基公司 | Device and method for measuring the speed of a traction rope of an aerial cableway |
US20140044460A1 (en) * | 2012-08-07 | 2014-02-13 | Ricoh Company, Limited | Moving-member detecting device and image forming apparatus |
CN104267209A (en) * | 2014-10-24 | 2015-01-07 | 浙江力石科技股份有限公司 | Method and system for expressway video speed measurement based on virtual coils |
CN106370884A (en) * | 2016-09-09 | 2017-02-01 | 成都通甲优博科技有限责任公司 | Vehicle speed measurement method based on binocular camera computer vision technology |
CN110533686A (en) * | 2019-10-08 | 2019-12-03 | 凌云光技术集团有限责任公司 | Line-scan digital camera line frequency and the whether matched judgment method of speed of moving body and system |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
RU2763417C2 (en) | System and related method for detecting small defects on/in glass sheet on process line | |
CN111624206A (en) | Metal surface defect detection method based on linear array camera stereoscopic vision | |
CN101365144B (en) | Adjustment and Calibration Method of Linear Array CCD Scanning Detection System | |
CN102735695B (en) | Rapid lens flaw detection method and apparatus thereof | |
CN101799431B (en) | Machine visual on-line detection method and equipment for tank cover quality in high-speed production line | |
KR102621902B1 (en) | System and associated method for online measurement of optical properties of glass sheets | |
CN105574845B (en) | A kind of polyphaser array cigarette-brand lamination quantity measuring method and device | |
CN203310772U (en) | Double-region large-size steel pipe welding line defect detection device | |
WO2020147713A1 (en) | Detection device, system and method | |
CN112858321A (en) | Steel plate surface defect detection system and method based on linear array CCD | |
WO2021218386A1 (en) | Continuous casting billet surface detection system and method based on two-dimensional and three-dimensional combined imaging | |
CN106770635B (en) | Eddy current thermal imaging detection system and method for steel/blank surface defect field | |
CN102445455B (en) | Machine-vision online detection device of cover quality on high-speed production line | |
JP5954284B2 (en) | Surface defect inspection apparatus and surface defect inspection method | |
CN205562412U (en) | Strip Surface Defect Visual Inspection System | |
CN110116138A (en) | Hot steel plate length and lateral bending measurement method in a kind of operation of rolling | |
CN202182865U (en) | Image acquisition system for sawn timber surface defects | |
CN111650212A (en) | A method for obtaining normal stereo information of metal surface based on stereo vision of line scan camera | |
CN111426696A (en) | Rubber adhesion failure detection device for top-coated rubber sheet | |
CN108931530A (en) | A kind of detection system of pvdf membrane | |
CN106012778A (en) | Digital image collection and analysis method for freeway pavement strain measurement | |
CN108663376B (en) | A kind of seamless steel pipe quality detection device and detection method | |
CN110402386B (en) | Cylindrical body surface inspection device and cylindrical body surface inspection method | |
CN111650392A (en) | Detection method of metal plate motion speed based on line scan camera stereo vision | |
WO2024056955A1 (en) | Device and method for checking the flatness of a metal sheet |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
RJ01 | Rejection of invention patent application after publication | ||
RJ01 | Rejection of invention patent application after publication |
Application publication date: 20200911 |