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一种基于极几何和单应约束的图像匹配算法 被引量:21
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作者 梁栋 童强 +2 位作者 屈磊 王年 韦穗 《系统仿真学报》 EI CAS CSCD 北大核心 2006年第1期44-46,共3页
提出一种综合应用极几何和单应约束的图像特征点匹配算法,首先使用互相关法对图像特征点集进行初始匹配,然后运用RANSAC方法鲁棒地估计基本矩阵和单应矩阵并相应地剔除错误匹配点,最后利用优化后的基本矩阵和单应矩阵引导匹配以获得更... 提出一种综合应用极几何和单应约束的图像特征点匹配算法,首先使用互相关法对图像特征点集进行初始匹配,然后运用RANSAC方法鲁棒地估计基本矩阵和单应矩阵并相应地剔除错误匹配点,最后利用优化后的基本矩阵和单应矩阵引导匹配以获得更多、更精确的匹配点。大量真实图像实验表明,所提出的算法能够产生更多的匹配点并具有较高的匹配精度。 展开更多
关键词 图像匹配 极几何 单应 计算机视觉
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一种新的异源高分辨率光学卫星遥感影像自动匹配算法 被引量:23
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作者 戴激光 宋伟东 +1 位作者 贾永红 张谦 《测绘学报》 EI CSCD 北大核心 2013年第1期80-86,共7页
提出一种新的异源高分辨率光学卫星遥感影像自动匹配方法。首先利用高分辨率光学遥感影像有理多项式模型(RFM)正解模型,通过迭代计算其反解模型,并将RFM反解模型与投影轨迹法结合提取特征点对应异源影像核线,通过核线检查与对比分析确... 提出一种新的异源高分辨率光学卫星遥感影像自动匹配方法。首先利用高分辨率光学遥感影像有理多项式模型(RFM)正解模型,通过迭代计算其反解模型,并将RFM反解模型与投影轨迹法结合提取特征点对应异源影像核线,通过核线检查与对比分析确定同名点搜索范围。然后在搜索范围内利用最小欧式距离准则提取初始同名点,最后采用RANSAC算法和多项式拟合迭代法剔除误匹配点以获取最终的匹配结果。试验结果表明,相对于传统的SIFT算法,本文方法通过对异源影像特征点构建核线几何约束和灰度分析进行匹配,可获取更好的匹配效率和精度。 展开更多
关键词 异源 匹配 RFM 高分辨率光学遥感影像 核线
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Geometrical-Analysis-Based Algorithm for Stereo Matching of Single-Lens Binocular and Multi-Ocular Stereovision System 被引量:5
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作者 Kah Bin Lim Wei Loon Kee 《Journal of Electronic Science and Technology》 CAS 2012年第2期107-112,共6页
A geometrical analysis based algorithm is proposed to achieve the stereo matching of a single-lens prism based stereovision system. By setting the multi- face prism in frontal position of the static CCD (CM-140MCL) ... A geometrical analysis based algorithm is proposed to achieve the stereo matching of a single-lens prism based stereovision system. By setting the multi- face prism in frontal position of the static CCD (CM-140MCL) camera, equivalent stereo images with different orientations are captured synchronously by virtual cameras which are defined by two boundary lines: the optical axis and CCD camera field of view boundary. Subsequently, the geometrical relationship between the 2D stereo images and corresponding 3D scene is established by employing two fundamentals: ray sketching in which all the pertinent points, lines, and planes are expressed in the 3D camera coordinates and the rule of refraction. Landing on this relationship, the epipolar geometry is thus obtained by fitting a set of corresponding candidate points and thereafter, stereo matching of the prism based stereovision system is obtained. Moreover, the unique geometrical properties of the imaging system allow the proposed method free from the complicated camera calibration procedures and to be easily generalized from binocular and tri-oeular to multi-ocular stereovision systems. The performance of the algorithm is presented through the experiments on the binocular imaging system and the comparison with a conventional projection method demonstrates the efficient assessment of our novel contributions. 展开更多
关键词 epipolar line geometrical analysis PRISM single-lens stereo matching.
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基于特征点的印品图像匹配算法 被引量:7
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作者 张二虎 冯江 《计算机工程》 CAS CSCD 北大核心 2008年第23期202-204,共3页
高速精准的图像匹配为成功地进行印品缺陷检测奠定了基础。该文提出一种改进的Harris角点检测方法,用一种稳定性评价准则测试,证明该文算子在工业环境下的优越性。建立仿射变换模型来近似相应特征点邻域的几何变换,用确定性退火方法计... 高速精准的图像匹配为成功地进行印品缺陷检测奠定了基础。该文提出一种改进的Harris角点检测方法,用一种稳定性评价准则测试,证明该文算子在工业环境下的优越性。建立仿射变换模型来近似相应特征点邻域的几何变换,用确定性退火方法计算模型参数,避免了耗时的穷举搜索。利用RANSAC方法鲁棒地估计基本矩阵和单应矩阵,建立对极几何约束和单应约束来剔除初始匹配中的误匹配对。算法处理速度较快,已经成功运用到印品缺陷在线检测系统中。 展开更多
关键词 特征点 图像匹配 对极几何 单应
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Learning Epipolar Line Window Attention for Stereo Image Super-Resolution Reconstruction
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作者 Xue Li Hongying Zhang +1 位作者 Zixun Ye Xiaoru 《Computers, Materials & Continua》 SCIE EI 2024年第2期2847-2864,共18页
Transformer-based stereo image super-resolution reconstruction(Stereo SR)methods have significantly improved image quality.However,existing methods have deficiencies in paying attention to detailed features and do not... Transformer-based stereo image super-resolution reconstruction(Stereo SR)methods have significantly improved image quality.However,existing methods have deficiencies in paying attention to detailed features and do not consider the offset of pixels along the epipolar lines in complementary views when integrating stereo information.To address these challenges,this paper introduces a novel epipolar line window attention stereo image super-resolution network(EWASSR).For detail feature restoration,we design a feature extractor based on Transformer and convolutional neural network(CNN),which consists of(shifted)window-based self-attention((S)W-MSA)and feature distillation and enhancement blocks(FDEB).This combination effectively solves the problem of global image perception and local feature attention and captures more discriminative high-frequency features of the image.Furthermore,to address the problem of offset of complementary pixels in stereo images,we propose an epipolar line window attention(EWA)mechanism,which divides windows along the epipolar direction to promote efficient matching of shifted pixels,even in pixel smooth areas.More accurate pixel matching can be achieved using adjacent pixels in the window as a reference.Extensive experiments demonstrate that our EWASSR can reconstruct more realistic detailed features.Comparative quantitative results show that in the experimental results of our EWASSR on the Middlebury and Flickr1024 data sets for 2×SR,compared with the recent network,the Peak signal-to-noise ratio(PSNR)increased by 0.37 dB and 0.34 dB,respectively. 展开更多
关键词 Stereo SR epipolar line window attention feature distillation
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Virtual Epipolar Line Construction of Single-Lens Bi-Prism Stereovision System 被引量:3
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作者 Wei Loon Kee Kah Bin Lim 《Journal of Electronic Science and Technology》 CAS 2012年第2期97-101,共5页
This paper proposes a simple geometrical ray based approach to solve the stereo correspondence problem for the single-lens bi-prism stereovision system. Each image captured using this system can be divided into two su... This paper proposes a simple geometrical ray based approach to solve the stereo correspondence problem for the single-lens bi-prism stereovision system. Each image captured using this system can be divided into two sub-images on the left and right and these sub-images are generated by two virtual cameras which are produced by the bi-prism. This stereovision system is equivalent to the conventional two camera system and the two sub-images captured have disparities which can be used to reconstruct back the 3-dimensional (3D) scene. The stereo correspondence problem of this system will be solved geometrically by applying the epipolar geometry constraint on the generated virtual cameras instead of the real CCD camera. Experiments are conducted to validate the proposed method and the results are compared to the calibration based approach to confirm its accuracy and effectiveness. 展开更多
关键词 CORRESPONDENCE epipolar geometry PRISM STEREOVISION virtual camera.
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双目立体测量系统中的匹配实现 被引量:2
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作者 安雪娥 杨小丽 +1 位作者 潘汉怀 税奇军 《激光杂志》 CAS CSCD 北大核心 2007年第6期9-10,共2页
匹配是立体视觉中最重要、最复杂的步骤,本文在未知极线的情况下,结合特征匹配和面积匹配,先进行亚象素级特征点预匹配然后用RANSAC拟合出基础矩阵,进一步得出高效匹配点,全过程利用opencv库函数在vc环境中实现,试验结果表明该算法的准... 匹配是立体视觉中最重要、最复杂的步骤,本文在未知极线的情况下,结合特征匹配和面积匹配,先进行亚象素级特征点预匹配然后用RANSAC拟合出基础矩阵,进一步得出高效匹配点,全过程利用opencv库函数在vc环境中实现,试验结果表明该算法的准确性,同时也说明opencv是研究计算机视觉的一个有力工具。 展开更多
关键词 openev 计算机视觉 立体匹配 极线
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Feature matching based on geometric constraints in weakly calibrated stereo views of curved scenes 被引量:1
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作者 Bian Houqin Su Jianbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第3期562-570,共9页
The identification of the correspondences of points of views is an important task. A new feature matching algorithm for weakly calibrated stereo images of curved scenes is proposed, based on mere geometric constraints... The identification of the correspondences of points of views is an important task. A new feature matching algorithm for weakly calibrated stereo images of curved scenes is proposed, based on mere geometric constraints. After initial correspondences are built via the epipolar constraint, many point-to-point image mappings called homographies are set up to predict the matching position for feature points. To refine the predictions and reject false correspondences, four schemes are proposed. Extensive experiments on simulated data as well as on real images of scenes of variant depths show that the proposed method is effective and robust. 展开更多
关键词 feature correspondence epipolar geometry fundamental matrix homography.
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An Iterative Pose Estimation Algorithm Based on Epipolar Geometry With Application to Multi-Target Tracking 被引量:3
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作者 Jacob H.White Randal W.Beard 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第4期942-953,共12页
This paper introduces a new algorithm for estimating the relative pose of a moving camera using consecutive frames of a video sequence. State-of-the-art algorithms for calculating the relative pose between two images ... This paper introduces a new algorithm for estimating the relative pose of a moving camera using consecutive frames of a video sequence. State-of-the-art algorithms for calculating the relative pose between two images use matching features to estimate the essential matrix. The essential matrix is then decomposed into the relative rotation and normalized translation between frames. To be robust to noise and feature match outliers, these methods generate a large number of essential matrix hypotheses from randomly selected minimal subsets of feature pairs, and then score these hypotheses on all feature pairs. Alternatively, the algorithm introduced in this paper calculates relative pose hypotheses by directly optimizing the rotation and normalized translation between frames, rather than calculating the essential matrix and then performing the decomposition. The resulting algorithm improves computation time by an order of magnitude. If an inertial measurement unit(IMU) is available, it is used to seed the optimizer, and in addition, we reuse the best hypothesis at each iteration to seed the optimizer thereby reducing the number of relative pose hypotheses that must be generated and scored. These advantages greatly speed up performance and enable the algorithm to run in real-time on low cost embedded hardware. We show application of our algorithm to visual multi-target tracking(MTT) in the presence of parallax and demonstrate its real-time performance on a 640 × 480 video sequence captured on a UAV. Video results are available at https://youtu.be/Hh K-p2 h XNn U. 展开更多
关键词 Aerial robotics epipolar geometry multi-target tracking pose estimation unmanned aircraft systems vision-based flight
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A 3-D RECONSTRUCTION METHOD BASED ON THE CONSTRAINT OF EPIPOLAR GEOMETRY
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作者 Xu Zhengwei Wu Chengke Pang Chenjing Shen Peiyi(Information Engineering Dept., Xidian University, Xi’an 710071) 《Journal of Electronics(China)》 1998年第3期274-277,共4页
This paper combines the least-square method and iteration method to get the fundamental matrix and develops a new evaluation function based on the epipolar geometry. During the iteration, with the evaluation function ... This paper combines the least-square method and iteration method to get the fundamental matrix and develops a new evaluation function based on the epipolar geometry. During the iteration, with the evaluation function as a measurment, the points which bring larger noise are deleted, and the points with smaller noise are retained, thus the precision of our method is increased. The experiment results indicate the new method is precise in calculation, stable in performance and resistant to noise. 展开更多
关键词 epipolar GEOMETRY FUNDAMENTAL MATRIX 3-D RECONSTRUCTION
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Light Field Virtual View Rendering Based on EPI-Representations
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作者 SUN Yule YU Lu 《ZTE Communications》 2016年第3期55-59,共5页
Image-Based Rendering (IBR) is one powerful approach for generating virtual views. It can provide convincing animations without an explicit geometric representation. In this paper, several implementations of light f... Image-Based Rendering (IBR) is one powerful approach for generating virtual views. It can provide convincing animations without an explicit geometric representation. In this paper, several implementations of light field rendering are summa- rized from prior arts. Several characteristics, such as the regu- lar pattern in Epipolar Plane Images (EPIs), of light field are explored with detail under 1D parallel camera arrangement. It is proved that it is quite efficient to synthesize virtual views for Super Multi-View (SMV) application, which is in the third phase of Free- Viewpoint Television (FTV). In comparison with convolutional stereo matching method, in which the inter- mediate view is synthesized by the two adjacent views, light field rendering makes use of more views supplied to get the high-quality views. 展开更多
关键词 depth estimate epipolar Plane Image (EPI) light field viewsynthesis
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Stereo Matching of Planar Curves Composed of Time Stamped Points
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作者 王树文 张天序 《Journal of Southwest Jiaotong University(English Edition)》 2006年第4期315-322,共8页
Matching features such as curve segments in stereo images play a very important role in scene recomtruction. In this paper, a stereo matching algorithm for the trajectories composed of time stamped points is proposed.... Matching features such as curve segments in stereo images play a very important role in scene recomtruction. In this paper, a stereo matching algorithm for the trajectories composed of time stamped points is proposed. Based on time stamped points, planar curve match measurements are given first, such as time constraint, cross-ratio invariant constraint and eplpolar geometry constraint; then, a trajectory matching method is proposed based on epipolar geometry constraint and cross-ratio invariant constraint. In order to match the planar curve segments projected by perspective projection system, the curve start time and end time are selected first to prepare match candidates. Then, the epipolar equation is used to discard the unmatched curve segment candidates. At last, a cross ratio invariant constxaint is used to find the most matched curve segments. If their match measurement is higher than the specialized threshold, a candidate with the least cross ratio difference is then selected as the match result; otherwise, no match is found. Unlike the conventional planar curve segments matching algorithm, this paper presents a weakly calibrated binocular stereo vision system which is based on wide baseline. The stamped points are obtained by targets detecting method of flying objects from image sequences. Due to wide baseline, there must exist the projection not in epipolar monotonic order or the curve segments located in very short distance and keeping the epipolar monotonic order. By using the method mentioned above, experiments are made to match planar curve segments not only in epipolar monotonic order but also not in epipolar monotonic order. The results show that the performance of our curve matching algorithm is effective for matching the arc-like planar trajectories composed of time stamped points. 展开更多
关键词 Curve matching epipolar geometry Time stamped points Binocular stereo vision Wide baseline Cross-ratio invariant
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Affine & Scale-Invariant Heterogeneous Pyramid Features for Automatic Matching of High Resolution Pushbroom Imagery from Chang'e 2 Satellite
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作者 Sheng Yang Shibing Zhu +4 位作者 Zhenju Li Xuejun Li Tao Liu Jue Wang Jianwei Xie 《Journal of Earth Science》 SCIE CAS CSCD 2016年第4期716-726,共11页
The automatic feature extracting and matching for large amount of linear pushbroom imagery with higher and higher resolution is urgent and challenging in three dimensional reconstructions, remote sensing and mapping. ... The automatic feature extracting and matching for large amount of linear pushbroom imagery with higher and higher resolution is urgent and challenging in three dimensional reconstructions, remote sensing and mapping. Affine & scale-invariant heterogeneous pyramid feature is proposed in this paper, along with the new scale-invariant analysis method, the detecting of the key points, the affine & scale-invariant descriptor, the steering method of the matching, and the quasi-dense matching algorithm based on the extensive epipolar geometry. The automatic matching is devised for the linear pushbroom imagery. The whole process is executed on lunar images of the highest resolution of ~7 m/pixel(or ~1 m/pixel in the lower orbits) from the Chinese Chang'e 2 satellite, it runs robustly at present, and resulting in large amounts of well-distributed-correspondences with accuracy of 0.3 pixels and excellent reliability, which gives great support for the further exploration both on the Moon and the Earth. 展开更多
关键词 image matching linear pushbroom imagery epipolar geometry quasi-dense matching.
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View synthesis based on the serial images from camera lengthways motion
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作者 Zhang Jing Wang Changshun +2 位作者 Liao Wuling Ou Zongying Hua Shungang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期284-289,共6页
For the pre-acquired serial images from camera lengthways motion, a view synthesis algorithm based on epipolar geometry constraint is proposed in this paper. It uses the whole matching and maintaining order characters... For the pre-acquired serial images from camera lengthways motion, a view synthesis algorithm based on epipolar geometry constraint is proposed in this paper. It uses the whole matching and maintaining order characters of the epipolar line, Fourier transform and dynamic programming matching theories, thus truly synthesizing the destination image of current viewpoint. Through the combination of Fourier transform, epipolar geometry constraint and dynamic programming matching, the circumference distortion problem resulting from conventional view synthesis approaches is effectively avoided. The detailed implementation steps of this algorithm are given, and some running instances are presented to illustrate the results. 展开更多
关键词 Image-based rendering view synthesis epipolar geometry constraint Fourier transform dynamic prog-ramming matching.
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基于零高程点的卫星影像核线确定方法 被引量:1
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作者 叶新魁 文贡坚 +1 位作者 王继阳 吕金建 《测绘信息与工程》 2009年第2期28-31,共4页
分析了立体卫星影像的核线关系,提出了一种利用高分辨率立体卫星影像有理函数模型确定其精确核线方程的方法,实现了卫星影像有理函数模型对应零高程空间点的定位,并获得了卫星影像的投影轨迹核线的双曲线方程。
关键词 立体卫星影像 投影轨迹法 核线 双曲线
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生产中理解数码航空相机ADS40原理 被引量:1
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作者 高一民 《科技创新与生产力》 2010年第5期88-89,共2页
三线阵数码航空相机ADS40代表了新型数码航空相机的一个发展方向,采用推扫式成像的方式,配备POS系统直接获取摄影时刻的相机姿态,经过平差后得到扫描线外方位元素。介绍了三线阵传感器推扫成像原理,探讨了ADS40相机摄影测量的作业流程。
关键词 航空数码相机 ADS40 核线 大比例尺测图
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Unwrapping and stereo rectification for omnidirectional images 被引量:1
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作者 Jie LEI Xin DU +1 位作者 Yun-fang ZHU Ji-lin LIU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第8期1125-1139,共15页
Omnidirectional imaging sensors have been used in more and more applications when a very large field of view is required.In this paper,we investigate the unwrapping,epipolar geometry and stereo rectification issues fo... Omnidirectional imaging sensors have been used in more and more applications when a very large field of view is required.In this paper,we investigate the unwrapping,epipolar geometry and stereo rectification issues for omnidirectional vision when the particular mirror model and the camera parameters are unknown in priori.First,the omnidirectional camera is calibrated under the Taylor model,and the parameters related to this model are obtained.In order to make the classical computer vision algorithms of conventional perspective cameras applicable,the ring omnidirectional image is unwrapped into two kinds of panoramas:cylinder and cuboid.Then the epipolar geometry of arbitrary camera configuration is analyzed and the essential matrix is deduced with its properties being indicated for ring images.After that,a simple stereo rectification method based on the essential matrix and the conformal mapping is proposed.Simulations and real data experimental results illustrate that our methods are effective for the omnidirectional camera under the constraint of a single view point. 展开更多
关键词 Single point of view CALIBRATION Catadioptric image unwrapping Omnidirectional stereo vision epipolar geometry Essential matrix Conformal mapping
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Light field imaging for computer vision:a survey
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作者 Chen JIA Fan SHI +1 位作者 Meng ZHAO Shengyong CHEN 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2022年第7期1077-1097,共21页
Light field(LF)imaging has attracted attention because of its ability to solve computer vision problems.In this paper we briefly review the research progress in computer vision in recent years.For most factors that af... Light field(LF)imaging has attracted attention because of its ability to solve computer vision problems.In this paper we briefly review the research progress in computer vision in recent years.For most factors that affect computer vision development,the richness and accuracy of visual information acquisition are decisive.LF imaging technology has made great contributions to computer vision because it uses cameras or microlens arrays to record the position and direction information of light rays,acquiring complete three-dimensional(3D)scene information.LF imaging technology improves the accuracy of depth estimation,image segmentation,blending,fusion,and 3D reconstruction.LF has also been innovatively applied to iris and face recognition,identification of materials and fake pedestrians,acquisition of epipolar plane images,shape recovery,and LF microscopy.Here,we further summarize the existing problems and the development trends of LF imaging in computer vision,including the establishment and evaluation of the LF dataset,applications under high dynamic range(HDR)conditions,LF image enhancement,virtual reality,3D display,and 3D movies,military optical camouflage technology,image recognition at micro-scale,image processing method based on HDR,and the optimal relationship between spatial resolution and four-dimensional(4D)LF information acquisition.LF imaging has achieved great success in various studies.Over the past 25 years,more than 180 publications have reported the capability of LF imaging in solving computer vision problems.We summarize these reports to make it easier for researchers to search the detailed methods for specific solutions. 展开更多
关键词 Light field imaging Camera array Microlens array epipolar plane image Computer vision
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A valid method of calculating virtual scene depth
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作者 全红艳 张田文 蔺想红 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2005年第6期626-629,共4页
A valid method of virtual scene depth calculating is put forward. In this method cameras rotate in three different viewpoints in the plane and we calculate the depth of panorama using three stitching cylinder panorama... A valid method of virtual scene depth calculating is put forward. In this method cameras rotate in three different viewpoints in the plane and we calculate the depth of panorama using three stitching cylinder panoramas. In the investigation, the column of panorama is regarded as a slot image. Using the conic intersected by the epipolar plane and the cylinder, we can obtain the pel-pendicularity disparity. In order to obtain dense correspondence fast and accurately, a new method of obtaining horizontal disparity using depth continuity is also put forward. It converts the problem of panorama dense correspondence to the problem of searching points in the conic. The occlusion problem is dealt with using three cylinders in the depth calculation. It is verified that this method is convenient, useful and efficient in calculating the depth of a virtual scene. 展开更多
关键词 depth calculation epipolar plane DISPARITY PANORAMA
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一种山体图像边缘快速立体匹配方法
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作者 魏振忠 郗曼 张广军 《电子与信息学报》 EI CSCD 北大核心 2009年第6期1337-1340,共4页
该文提出了一种新的针对山体图像边缘的立体匹配算法。为了保证匹配的准确性,首先引入极线方向上的视差梯度约束,然后在考察唯一性的基础上,通过搜索并考察边缘端点周围的角点信息来引导边缘的匹配,并且限定边缘端点的角点搜索范围,最... 该文提出了一种新的针对山体图像边缘的立体匹配算法。为了保证匹配的准确性,首先引入极线方向上的视差梯度约束,然后在考察唯一性的基础上,通过搜索并考察边缘端点周围的角点信息来引导边缘的匹配,并且限定边缘端点的角点搜索范围,最终匹配结果保证了两幅图像中的匹配对是一对一的唯一对应。实验结果表明,不同约束方法的融合在很大程度上提高了匹配速度和匹配精度。 展开更多
关键词 图像处理 边缘立体匹配 极线 视差梯度 角点
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