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Structural plane recognition from three-dimensional laser scanning points using an improved region-growing algorithm based on the robust randomized Hough transform
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作者 XU Zhi-hua GUO Ge +3 位作者 SUN Qian-cheng WANG Quan ZHANG Guo-dong YE Run-qing 《Journal of Mountain Science》 SCIE CSCD 2023年第11期3376-3391,共16页
The staggered distribution of joints and fissures in space constitutes the weak part of any rock mass.The identification of rock mass structural planes and the extraction of characteristic parameters are the basis of ... The staggered distribution of joints and fissures in space constitutes the weak part of any rock mass.The identification of rock mass structural planes and the extraction of characteristic parameters are the basis of rock-mass integrity evaluation,which is very important for analysis of slope stability.The laser scanning technique can be used to acquire the coordinate information pertaining to each point of the structural plane,but large amount of point cloud data,uneven density distribution,and noise point interference make the identification efficiency and accuracy of different types of structural planes limited by point cloud data analysis technology.A new point cloud identification and segmentation algorithm for rock mass structural surfaces is proposed.Based on the distribution states of the original point cloud in different neighborhoods in space,the point clouds are characterized by multi-dimensional eigenvalues and calculated by the robust randomized Hough transform(RRHT).The normal vector difference and the final eigenvalue are proposed for characteristic distinction,and the identification of rock mass structural surfaces is completed through regional growth,which strengthens the difference expression of point clouds.In addition,nearest Voxel downsampling is also introduced in the RRHT calculation,which further reduces the number of sources of neighborhood noises,thereby improving the accuracy and stability of the calculation.The advantages of the method have been verified by laboratory models.The results showed that the proposed method can better achieve the segmentation and statistics of structural planes with interfaces and sharp boundaries.The method works well in the identification of joints,fissures,and other structural planes on Mangshezhai slope in the Three Gorges Reservoir area,China.It can provide a stable and effective technique for the identification and segmentation of rock mass structural planes,which is beneficial in engineering practice. 展开更多
关键词 3D laser scanning Rock discontinuity structural plane Intelligent recognition Robust randomized hough transform Improved region growing algorithm
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Ensemble-based optimization of hydraulically fractured horizontal well placement in shale gas reservoir through Hough transform parameterization 被引量:2
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作者 Liang Xue Shao-Hua Gu +2 位作者 Xie-Er Jiang Yue-Tian Liu Chen Yang 《Petroleum Science》 SCIE CAS CSCD 2021年第3期839-851,共13页
Shale gas reservoirs have been successfully developed due to the advancement of the horizontal well drilling and multistage hydraulic fracturing techniques.However,the optimization design of the horizontal well drilli... Shale gas reservoirs have been successfully developed due to the advancement of the horizontal well drilling and multistage hydraulic fracturing techniques.However,the optimization design of the horizontal well drilling,hydraulic fracturing,and operational schedule is a challenging problem.An ensemble-based optimization method(EnOpt)is proposed here to optimize the design of the hydraulically fractured horizontal well in the shale gas reservoir.The objective is to maximize the net present value(NPV)which requires a simulation model to predict the cumulative shale gas production.To accurately describe the geometry of the hydraulic fractures,the embedded discrete fracture modeling method(EDFM)is used to construct the shale gas simulation model.The efects of gas absorption,Knudsen difusion,natural and hydraulic fractures,and gas-water two phase fow are considered in the shale gas production system.To improve the parameter continuity and Gaussianity required by the EnOpt method,the Hough transformation parameterization is used to characterize the horizontal well.The results show that the proposed method can efectively optimize the design parameters of the hydraulically fractured horizontal well,and the NPV can be improved greatly after optimization so that the design parameters can approach to their optimal values. 展开更多
关键词 Shale gas Ensemble optimization Embedded discrete fracture model hough transformation
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基于ZAM-GTFR和Hough Transform的LFM信号检测
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作者 曾小东 张薇 +1 位作者 曾德国 祝俊 《上海航天(中英文)》 CSCD 2020年第6期120-124,共5页
对于诸如电子对抗、电子情报等领域,噪声环境下的未知参量信号检测是一个关键问题。本文提出了ZAM-GTFR结合霍夫变换对线性调频信号的一种新的检测方法。对于特定的复高斯白噪声环境下的线性调频信号,检测的过程等效于对ZAM-GTFR沿瞬时... 对于诸如电子对抗、电子情报等领域,噪声环境下的未知参量信号检测是一个关键问题。本文提出了ZAM-GTFR结合霍夫变换对线性调频信号的一种新的检测方法。对于特定的复高斯白噪声环境下的线性调频信号,检测的过程等效于对ZAM-GTFR沿瞬时频率直线作积分,再用积分值与门限做比较。仿真结果证实了此检测方法的有效性。 展开更多
关键词 信号检测 ZAM-GTFR 霍夫变换
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A NEW METHOD OF BAD POINTS ELIMINATION BASED ON HOUGH TRANSFORM
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作者 Chen Su Lin Jiayu 《Journal of Electronics(China)》 2010年第3期391-397,共7页
In experimental tests, besides data in range of allowable error, the experimenters usually get some unexpected wrong data called bad points. In usual experimental data processing, the method of bad points exclusion ba... In experimental tests, besides data in range of allowable error, the experimenters usually get some unexpected wrong data called bad points. In usual experimental data processing, the method of bad points exclusion based on automatic programming is seldom taken into consideration by researchers. This paper presents a new method to reject bad points based on Hough transform, which is modified to save computational and memory consumptions. It is fit for linear data processing and can be extended to process data that is possible to be transformed into and from linear form; curved lines, which can be effectively detected by Hough transform. In this paper, the premise is the distribution of data, such as linear distribution and exponential distribution, is predetermined. Steps of the algorithm start from searching for an approximate curve line that minimizes the sum of parameters of data points. The data points, whose parameters are above a self-adapting threshold, will be deleted. Simulation experiments have manifested that the method proposed in this paper performs efficiently and robustly. 展开更多
关键词 Experimental data fitting Bad points rejection hough transform
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Scattering Center Extraction of UWB Radio Fuze's Target Based on Polar Hough Transform
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作者 陈思 赵惠昌 《Defence Technology(防务技术)》 CAS 2012年第2期74-78,共5页
In order to extract the feature information of ultra wide-band (UWB) radio fuze target and give full play to the warhead's strike ability, a method based on polar Hough transform for scattering centers extraction ... In order to extract the feature information of ultra wide-band (UWB) radio fuze target and give full play to the warhead's strike ability, a method based on polar Hough transform for scattering centers extraction of the target was proposed in this paper. It firstly utilized the fuze scanning to obtain the distance and azimuth information of the target's main scattering centers at different times, i.e. the track information of scattering centers under the polar coordinates, then used the polar Hough transform to transform the track into the parameter space in order to accumulate the dots and drew 3-D parameter space diagram, in which the peak points corresponded to the target's scattering centers. The simulation results indicate that the method can not only extract scattering centers efficiently and accurately, but also has strong anti-noise performance, and the algorithm is simple and easy to be implemented in engineering. 展开更多
关键词 information processing UWB radio fuze scattering center polar hough transform
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Shell Casing Size Measurement Method Based on Improved Hough Transform
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作者 ZHANG Liguang LIU Ying +1 位作者 YAN Yuxin ZHANG Yuzhe 《Instrumentation》 2022年第3期19-26,共8页
In order to improve the accuracy and efficiency of the measurement of the Shell Case size,a measurement system based on machine vision is introduced.Through the preprocessing,threshold segmentation algorithm and edge ... In order to improve the accuracy and efficiency of the measurement of the Shell Case size,a measurement system based on machine vision is introduced.Through the preprocessing,threshold segmentation algorithm and edge detection of the shell case image.Correlated size measurement of lines and circles in contour using binary search method and Hough transform.The experiment of detecting four sizes of 100 qualified shells shows that the system can realize the rapid and accurate detection of shell casings,and can be used to assess their quality performance.It effectively improves the detection efficiency and further improves the automation level of detection,which has a good application prospect. 展开更多
关键词 Machine Recognition hough transform Dichotomy Method Shell Case
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Feature Extraction of Symmetrical Triangular LFMCW Signal Using Wigner-Hough Transform 被引量:12
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作者 刘锋 徐会法 +2 位作者 孙大鹏 陶然 王越 《Journal of Beijing Institute of Technology》 EI CAS 2009年第4期478-483,共6页
Feature extraction of symmetrical triangular linear frequency modulation continu ous wave (LFMCW) signal is studied. Combined with its peculiar characteristics, a novel algorithm based on Wigner-Hough transform (WHT) ... Feature extraction of symmetrical triangular linear frequency modulation continu ous wave (LFMCW) signal is studied. Combined with its peculiar characteristics, a novel algorithm based on Wigner-Hough transform (WHT) is presented for the de tection and parameter estimation of this type of waveform. The initial frequency and chirp rate of each segment of this wave are estimated, and the peak-value searching steps in the parameter space is given. Compared with Wigner-Ville dis tribution (WVD), Pseudo-Wigner-Ville distribution (PWD) and Smoothed-Peseudo -Wigner-Ville distribution (SPWD), WHT has proven itself to be the best method for feature extraction of symmetrical triangular LFMCW signal. In the end, Mont e-Carlo simulations under different SNRs are carried out, with validating resul ts on this method. 展开更多
关键词 线性调频连续波 hough变换 连续波信号 特征提取 三角 对称 频率啁啾 峰值搜索
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Machine vision inspection of rice seed based on Hough transform 被引量:4
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作者 成芳 应义斌 《Journal of Zhejiang University Science》 EI CSCD 2004年第6期663-667,共5页
A machine vision system was developed to inspect the quality of rice seeds. Five varieties of Jinyou402,Shanyou 10, Zhongyou207, Jiayou and Ilyou were evaluated. The images of both sides of rice seed with black backgr... A machine vision system was developed to inspect the quality of rice seeds. Five varieties of Jinyou402,Shanyou 10, Zhongyou207, Jiayou and Ilyou were evaluated. The images of both sides of rice seed with black background and white background were acquired with the image processing system for identifying external features of rice seeds. Five image sets consisting of 600 original images each were obtained. Then a digital image processing algorithm based on Hough transform was developed to inspect the rice seeds with incompletely closed glumes. The algorithm was implemented with all image sets using a Matlab 6.5 procedure. The results showed that the algorithm achieved an average accuracy of 96% for normal seeds, 92% for seeds with fine fissure and 87% for seeds with incompletely closed glumes. The algorithm was proved to be applicable to different seed varieties and insensitive to the color of the background. 展开更多
关键词 非完全封闭颍包 水稻 种子 机器视觉系统 数字图象处理 hough变换
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Wigner-Hough transform based on slice's entropy and its application to multi-LFM signal detection 被引量:5
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作者 Hongwei Wang Xiangyu Fan +1 位作者 You Chen Yuanzhi Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第4期634-642,共9页
To enhance the capacity of the radar-reconnaissance interception receiver recognizing linear frequency modulated(LFM) at a low signal-noise ratio, this paper presents WignerHough transform(WHT) of the LFM signal and i... To enhance the capacity of the radar-reconnaissance interception receiver recognizing linear frequency modulated(LFM) at a low signal-noise ratio, this paper presents WignerHough transform(WHT) of the LFM signal and its corresponding characteristics, derives the probability density functions of the LFM signal and Gaussian white noise within WHT based on entropy(WHTE), dimension under different assumptions and puts forward a WHT algorithm based on entropy of slice to improve the capacity of detecting the LFM signal. Entropy of the WHT domain slice is adopted to assess the information size of polar radius or angle slice, which is converted into the weight factor to weight every slice. Double-deck weight is used to weaken the influences of noise and disturbance terms and WHTE treatment and signal detection procedure are also summarized. The rationality of the algorithm is demonstrated through theoretical analysis and formula derivation, the efficiency of the algorithm is verified by simulation comparison between WHT, fractional Fourier transform and periodic WHT, and it is highlighted that the WHTE algorithm has better detection accuracy and range of application against strong noise background. 展开更多
关键词 low SIGNAL-TO-NOISE ratio linear frequency modulated SIGNAL probability density function Wigner-hough transform(WHT) SIGNAL DETECTION ENTROPY of SLICE
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Lane Recognition Algorithm Using the Hough Transform Based on Complicated Conditions 被引量:6
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作者 Zhicheng Zhang Xin Ma 《Journal of Computer and Communications》 2019年第11期65-75,共11页
At present, most lane line detection methods are aimed at simple road surface. There is still no good solution for the situation that the lane line contains arrow, text and other signs. The edge left by markers such a... At present, most lane line detection methods are aimed at simple road surface. There is still no good solution for the situation that the lane line contains arrow, text and other signs. The edge left by markers such as arrow and text will interfere with the detection of lane lines. In view of the situation of arrow mark and text mark interference between lane lines, the paper proposes a new processing algorithm. The algorithm consists of four parts, Gaussian blur, image graying processing, DLD-threshold (Dark-Light-Dark-threshold) algorithm, correlation filter edge extraction and Hough transform. Among them, the DLD-threshold algorithm and related filters are mainly used to remove the identification interference between lane lines. The test results on the Caltech Lanes dataset are given at the end of the article. The result of verification of this algorithm showed a max recognition rate of 97.2%. 展开更多
关键词 LANE Detection DLD-Threshold Algorithm Correlation Filter Edge Extraction hough transform
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Detection of weak target for MIMO radar based on Hough transform 被引量:2
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作者 Zeng Jiankui He Zishu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期76-80,共5页
An effective method of multiple input multiple output (MIMO) radar weak target detection is proposed based on the Hough transform. The detection time duration is divided into multiple coherent processing intervals (CP... An effective method of multiple input multiple output (MIMO) radar weak target detection is proposed based on the Hough transform. The detection time duration is divided into multiple coherent processing intervals (CPIs). Within each CPI, conventional methods such as fast Fourier transform (FFT) is exploit to coherent integrating in same range cell. Furthermore, noncoherent integration through several range cells can be implemented by Hough transform among all CPIs. Thus, higher integration gain can be obtained. Simulation results are also given to demonstrate that the detection performance of weak moving target can be dramatically improved. 展开更多
关键词 hough变换 弱目标检测 MIMO 弱小目标 雷达 快速傅立叶变换 多输入多输出 物价指数
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Adaptive modified hough transform track initiator forHFSWR tracking of fast and small targets 被引量:3
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作者 GuoRujiang YuanYeshu QuanTaifan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第2期316-320,共5页
High frequency surface wave radar (HFSWR) is well proved to have over the horizon (OTH) detection capability to weak aerial targets, such as concealed airplanes or cruise missiles. The most important problem of detect... High frequency surface wave radar (HFSWR) is well proved to have over the horizon (OTH) detection capability to weak aerial targets, such as concealed airplanes or cruise missiles. The most important problem of detection of fast and small targets using HFSWR is earlier warning, i.e. enlargement of detection range oftargets. Therefore, the detection threshold should be decreased as low as possible, but numerous false alarms are brought about at the same time. On this condition, conventional track initiation techniques, which normally require the probability of false alarm to be at the level of 10-6, will initiate enormous false tracks and lead to abnormal operation of tracking system. An adaptive modified hough transform (AMHT) track initiator is proposed accordingly and the relation of detection range to the performance of track initiator is analyzed in this paper. Simulations are performed to confirm the capability of track initiation to fast and small targets in dense clutter by AMHT track initiator. The tolerable probability of false alarm of detector can reach the level of 10 -3 . And it performs better than track initiator based on modified hough transform (MHT). 展开更多
关键词 高频表面波雷达 霍夫变换 快速目标 小目标 HFSWR
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Weld extraction from real-time radiograph based on bidirectional accumulator Hough Transform 被引量:2
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作者 邵家鑫 都东 +2 位作者 石涵 常保华 王力 《China Welding》 EI CAS 2011年第3期6-11,共6页
关键词 hough变换 X光片 累加器 焊缝 提取 实时 梯度图像 图像分割
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Local Spiral Curves Simulating Based on Hough Transformation and Center Auto-Locating of Developing Typhoon 被引量:1
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作者 王萍 郭传澍 罗颖昕 《Transactions of Tianjin University》 EI CAS 2006年第2期142-146,共5页
在台风形成的发展中的阶段,螺线带部分出现在卫星云图象。这研究从图象开始并且继续前进到图形然后到表示和识别。跟随这条线路,本地螺线云带用图象分割从未加工的图象被分割,螺线信息用数学形态学,和本地人被提取螺线曲线用 Hough... 在台风形成的发展中的阶段,螺线带部分出现在卫星云图象。这研究从图象开始并且继续前进到图形然后到表示和识别。跟随这条线路,本地螺线云带用图象分割从未加工的图象被分割,螺线信息用数学形态学,和本地人被提取螺线曲线用 Hough 被检测转变。中心定位开发台风的问题最后通过螺线曲线的一个搜索算法被解决了。为号码 99082008 云图象,算法在这篇论文生产的结果在 122.3 度西方经度, 17.5 度北方纬度。真实台风中心地点在 122.4 度西方经度, 18 度北方纬度。 展开更多
关键词 霍夫变换 螺线模拟 台风 红外云图 人造卫星
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TRIPLET CIRCULAR HOUGH TRANSFORM FOR CIRCLE DETECTION 被引量:1
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作者 Luo Daisheng He Xiaohai Teng Qizhi Tao Qingchuan (institute of Electronics and Information, University of Sichuan, Chengdu 610064) 《Journal of Electronics(China)》 2002年第4期356-362,共7页
A new method, triplet circular Hough transform, is proposed for circle detection in image processing and pattern recognition. In the method, a curve in an image is first detected.Next, a sequence of three points on th... A new method, triplet circular Hough transform, is proposed for circle detection in image processing and pattern recognition. In the method, a curve in an image is first detected.Next, a sequence of three points on the curve are selected, a sequence of parameters (a,b,r)corresponding to the three points are calculated by solving the circle equation of the curve, and two 2-D accumulators A(a,b) and R(a,b) are accumulated with 1 and r, respectively. Then the parameters {(a, b, r)} of the circles fitting the curve are determined from A(a, b) and R(a, b) by searching for the local maximum over A(a,b). Because no computation loops over center (a, b)and/or radius r are needed, the method is faster than the basic and directional gradient methods.It needs also much smaller memory for accumulation. 展开更多
关键词 图像处理 图像识别 曲线检波 循环检测
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THE COMBINED HOUGH TRANSFORM
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作者 洪振华 朱晓燕 《Journal of Southeast University(English Edition)》 EI CAS 1992年第2期36-43,共8页
On the basis of researching the generalized Hough transform and its im-provements,this paper presents a combined Hough transform(CHT)for recognizing arbi-trary shapes.The combined Hough transform introduces the idea o... On the basis of researching the generalized Hough transform and its im-provements,this paper presents a combined Hough transform(CHT)for recognizing arbi-trary shapes.The combined Hough transform introduces the idea of the adaptive Houghtransform(AHT)into the double Hough transform(DHT).It not only maintains the de-sirable features of the DHT,but also improves the speed of execution and resistanceagainst disturbance,and reduces the memory requirements greatly.The CHT canaccurately recognize objects,partially occluded in complex background.Therefore,it ispossible to implement the CHT in real-time application. 展开更多
关键词 SHAPE RECOGNITION hough transform COMBINED hough transform PATTERN RECOGNITION
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Improved fuzzy identification method based on Hough transformation and fuzzy clustering
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作者 刘福才 路平立 +1 位作者 潘江华 裴润 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期257-261,共5页
This paper presents an approach that is useful for the identification of a fuzzy model in SISO system. The initial values of cluster centers are identified by the Hough transformation, which considers the linearity an... This paper presents an approach that is useful for the identification of a fuzzy model in SISO system. The initial values of cluster centers are identified by the Hough transformation, which considers the linearity and continuity of given input-output data, respectively. For the premise parts parameters identification, we use fuzzy-C-means clustering method. The consequent parameters are identified based on recursive least square. This method not only makes approximation more accurate, but also let computation be simpler and the procedure is realized more easily. Finally, it is shown that this method is useful for the identification of a fuzzy model by simulation. 展开更多
关键词 模糊识别 模糊聚类 SISO hough变换 递归最小平方
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Implementation of the Hough Transform for Iris Detection and Segmentation
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作者 Francisco Javier Paulín-Martínez Alberto Lara-Guevara +1 位作者 Rosa María Romero-González Hugo Jiménez-Hernández 《Advances in Molecular Imaging》 2019年第1期6-18,共13页
The iris is used as a reference for the study of unique biometric marks in people. The analysis of how to extract the iris characteristic information represents a fundamental challenge in image analysis, due to the im... The iris is used as a reference for the study of unique biometric marks in people. The analysis of how to extract the iris characteristic information represents a fundamental challenge in image analysis, due to the implications it presents: detection of relevant information, data coding schemes, etc. For this reason, in the search for extraction of useful and characteristic information, approximations have been proposed for its analysis. In this article, it is presented a scheme to extract the relevant information based on the Hough transform. This transform helps to find primitive geometries in the irises, which are used to characterize each one of these. The results of the implementation of the algorithm of the Hough transform applied to the location and segmentation of the iris by means of its circumference are presented in the paper. Two public databases of iris images were used: UBIRIS V2 and CASIA-IrisV4, which were acquired under the same conditions and controlled environments. In the pre-processing stage the edges are found from the noise elimination in the image through the Canny detector. Subsequently, to the images of the detected edges, the Hough transform is applied to the disposition of the geometries detected. 展开更多
关键词 IMAGE PROCESSING IRIS SEGMENTATION hough transform
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Recognition Method of Aircraft Axis Direction Based on Morphological Skeleton and Hough Transform
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作者 WANG Hong-bo ZHUANG Zhi-hong +2 位作者 ZHENG Hua-li ZHANG Qing-tai HE Hong-jun 《Semiconductor Photonics and Technology》 CAS 2008年第3期207-212,共6页
Because of the limit of angle of view(AOV) of IR imaging seeker during the approach of missile and target, the detector can only get the partial image sequence of aircraft nose after "lose point". Recognizin... Because of the limit of angle of view(AOV) of IR imaging seeker during the approach of missile and target, the detector can only get the partial image sequence of aircraft nose after "lose point". Recognizing the axis direction on the basis of partial IR image sequence is a key issue of the advanced IR imaging guide air-to-air missile faced. In this paper, a recognition method was proposed based on the morphological skeleton and modified Hough transform, and this method can recognize correctly the axis direction of aircraft nose in different poses during missile-target encounter. Firstly, the morphological skeleton transform was used for the extraction of skeleton features. Secondly, the modified Hough transform was used for the straight-lines detection. Finally, According to the relations between aircraft nose and axis and invariant of nose features in high-speed IR image sequence, the axis direction can be detected and calculated. Experimental results indicate that the method is feasible and effective, and the precision of axis direction recognized can meet the requirement of accurate burst control of GIF fuze. 展开更多
关键词 导弹 目标 红外线 转换形式
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Lookup Table Hough Transform for Real Time Range Image Segmentation and Featureless Co-Registration
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作者 Ben Gorte George Sithole 《Journal of Sensor Technology》 2012年第3期148-154,共7页
The paper addresses range image segmentation, particularly of data recorded by range cameras, such as the Microsoft Kinect and the Mesa Swissranger SR4000. These devices record range images at video frame rates and al... The paper addresses range image segmentation, particularly of data recorded by range cameras, such as the Microsoft Kinect and the Mesa Swissranger SR4000. These devices record range images at video frame rates and allow for acquisition of 3-dimensional measurement sequences that can be used for 3D reconstruction of indoor environments from moving platforms. The role of segmentation is twofold. First the necessary image co-registration can be based on corresponding segments, instead of corresponding point features (which is common practice currently). Secondly, the segments can be used during subsequent object modelling. By realisising that planar regions in disparity images can be modelled as linear functions of the image coordinates, having integer values for both domain and range, the paper introduces a lookup table based implementation of local Hough transform, allowing to obtain good segmentation results at high speeds. 展开更多
关键词 RANGE Camera RANGE Image Segmentation hough transform CO-REGISTRATION
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