共查询到20条相似文献，搜索用时 125 毫秒
1.
通过将砂样图像进行单颗粒分割,识别砂样成分,可显著提高砂样岩性分析的准确性和效率。现有的砂样图像分割方法主要以传统分水岭算法和卷积神经网络为主,但由于对单颗粒岩屑轮廓细节提取不足,误分割率高。本文提出一种以图像融合算法为桥梁,将卷积神经网络和分水岭算法相结合的单颗粒图像分割提取方法。首先利用改进的Mask R-CNN网络快速分割砂样原图,获得其初分割图像;然后,将初分割图像与砂样原图进行融合,再使用改进的分水岭算法对融合结果进行分割;最后,利用砂样原图坐标点匹配方法,将分水岭分割得到的结果图像进行修正,完成单颗粒岩屑图像提取。实验结果表明,本文的单颗粒自动分割提取方法准确率高达96.77%,且模型更轻量和精准,为岩屑图像分割提供了一种可行且有效的方法,可满足有效测算油藏层构造变化、查找潜在沉积物源及储层动态变化的需求。 相似文献
2.
基于煤岩孔隙系统多尺度结构特征对深入认识多尺度流体运移机制的重要性,提出了基于图像描述的煤岩CT图像孔隙结构的多尺度精细描述方法。采用了图像的多策略分割技术提取目标,利用Freeman链码对目标的边界进行表达,研究了由形态学、统计矩、链码、计盒维数构造目标之间的关系、目标占有区域与边界的图像描绘子、以及分形描绘子;综合运用上述方法对煤岩CT图像中的大尺度宏观裂纹目标、小尺度细观裂隙目标进行了识别。结果表明,宏观裂纹可由灰度阈值法实现目标提取;小尺度细观裂隙需采用较复杂的分割策略,如基于索贝尔梯度算子的分水岭变换;进一步应用链码表达、图像描绘子和分形描绘子,实现了煤岩孔隙结构在欧氏空间与分形空间的多尺度精确描述。 相似文献
3.
利用遥感影像反演地物反射率,大气校正必不可少。对于高光谱影像,其信噪比与多波段遥感影像相比非常低,消除大气的影响显得尤为重要。在大气辐射传输模型Modtran4.0基础上,给出了一种直接、有效的大气校正参数计算方法。结合MODIS/TERRA大气温湿度廓线产品,使用此方法计算了高光谱影像Hyperion大气校正参数,并用于Hyperion影像的部分波段的反射率反演,与卫星过境时地面同步实测的典型地物反射率以及高光谱大气校正软件ACORN的计算结果进行比较,获得了比较好的结果。研究表明,大气辐射传输模型和卫星遥感大气参数产品相结合用于遥感影像的大气校正是可行的。 相似文献
4.
Marina Hruška William Corea Donald Seeburger William Schweller William H. Crane 《Mathematical Geosciences》2009,41(6):703-716
We describe a wavelet-transform-based method for automated segmentation of resistivity image logs that takes into account
the apparent dip in the data and addresses the problem of discriminating lithofacies boundaries from noise and intrafacies
variations. Our method can be applied to borehole measurements in general, but might have an advantage when applied to resistivity
image logs as it addresses explicitly the large variability in facies segments recorded with a high-resolution multiple-sensor
tool. We have developed an algorithm based on this method that might outperform other existing segmentation methods in the
cases of low to moderate dip. We made a detailed comparison of the segmentation from our method with the one done by a geologist
to delineate different lithofacies blocks in a well drilled in a deepwater depositional environment. Our results show considerable
success rates in reproducing the geologically defined lithofacies boundaries, and the generality of our procedure suggests
it could also be applied to other depositional environments. 相似文献
5.
6.
A tomographic imagery segmentation methodology for three-phase geomaterials based on simultaneous region growing 总被引：2，自引：2，他引：0
Mir Amid Hashemi Ghonwa Khaddour Bertrand François Thierry J. Massart Simon Salager 《Acta Geotechnica》2014,9(5):831-846
X-ray computed tomography is a powerful non-destructive technique used in many domains to obtain the three-dimensional representation of objects, starting from the reconstitution of two-dimensional images of radiographic scanning. This technique is now able to analyze objects within a few micron resolutions. Consequently, X-ray microcomputed tomography opens perspectives for the analysis of the fabric of multiphase geomaterials such as soils, concretes, rocks and ceramics. To be able to characterize the spatial distribution of the different phases in such complex and disordered materials, automated phase recognition has to be implemented through image segmentation. A crucial difficulty in segmenting images lies in the presence of noise in the obtained tomographic representation, making it difficult to assign a specific phase to each voxel of the image. In the present study, simultaneous region growing is used to reconstitute the three-dimensional segmented image of granular materials. First, based on a set of expected phases in the image, regions where specific phases are sure to be present are identified, leaving uncertain regions of the image unidentified. Subsequently, the identified regions are grown until growing phases meet each other with vanishing unidentified regions. The method requires a limited number of manual parameters that are easily determined. The developed method is illustrated based on three applications on granular materials, comparing the phase volume fractions obtained by segmentation with macroscopic data. It is demonstrated that the algorithm rapidly converges and fills the image after a few iterations. 相似文献
7.
高分辨率遥感数据处理方法实验研究 总被引：10，自引：0，他引：10
近几年高分辨率遥感数据处理与应用研究越来越受到国内外学者的重视,已成为目前遥感应用研究领域的热点和难点之一。首先分析了基于像素的中分辨率卫星数据的遥感数据处理方法,包括:基于统计理论的分类方法和基于光谱信息的非参数理论方法的分类方法。在此基础上,针对高分辨率遥感图像的特点,分析了面向对象的高分辨率遥感数据处理方法。其中,图像分割是最关键的一步,即如何有效地提取出对象特征非常重要。最后,给出了高分辨率遥感数据处理方法相关算法实验,主要进行了几种图像分割算法实验,同时结合植被变化检测,进行了变化检测算法实验。 相似文献
8.
Bulent Bayram Dursun Zafer Seker Akhtar Jamil Hatice Catal Reis Nusret Demir Salih Bozkurt Abdulkadir Ince Turgay Kucuk 《Arabian Journal of Geosciences》2018,11(12):319
Obtaining information about tree species distribution in agricultural lands is a topic of interest for various applications, such as tree inventory, forest management, agricultural land management, crop estimation, etc. This information can be derived from images obtained from modern remote sensing technology, which is the most economical way as compare to field surveys covering large geographic areas. Therefore, in this study, a new method is proposed for extraction and counting of sparse and regular distributed individual pistachio trees from agricultural areas on large scale from high-resolution digital ortho-photo maps, which were obtained using an airborne sensor (Ultracam-X). The input images were first smoothed by applying Gaussian filter to reduce the impact of noise. Normalized difference vegetation indices (NDVI) were then derived to obtain vegetation areas followed by Otsu’s global thresholding algorithm to obtain candidate tree areas. Further, connected component (CC) analysis was applied to segregate each object. Morphological processing was performed to fill holes within tree objects and get smooth contours, which were obtained by using the Moore-neighbor tracing method (MNTM) for each CC, while geometrical constraints were applied to undermine possible non-tree elements from output image. To further improve the segmentation results for sparse trees, a new method was applied, called quadratic local analysis (QLA). QLA helped to segment the trees, which were missed by the Otsu method due to low contrast and resulted in improved accuracy (3–6%). The obtained results were compared with well-known support vector machine (SVM) classifier. Proposed method produced slightly better results (1–5%) than SVM for extraction of pistachio trees and obtained accuracy for QLA and SVM were 96 and 91% for region 1, while 91 and 90% for region 2 respectively. 相似文献
9.
Classification and Extraction of Urban Land-Use Information from High-Resolution Image Based on Object Multi-features 总被引：3，自引：0，他引：3
INTRODUCTIONWith the rapid development of industrialization,urbanization,andinformation technology ,as well asthe practice of “digital city”and “digital earth”( Gore , 1998) , many administrators and decision-makers are realizing the i mportance of high-resolution i mage information to urban planning andmanagement . Especially in recent years , with thefast development of remote sensing technology ,remote sensing data can be obtained that are complementaryin spatial andti me resolution… 相似文献
10.
提出了基于CT扫描技术和PFC三维颗粒流程序建立含砾滑带土三维建模方法。首先,通过CT扫描技术获得含砾滑带土三轴试样的一系列二维切片图像,采用二值化和砾石边界识别方法,得到了砾石边界点云数据;其次,利用砾石边界点云数据,采用逆向重构得到各个砾石的三维模型;最后,将重构的三维砾石模型导入PFC三维颗粒流程序,建立颗粒流数值模型。计算结果表明:三轴剪切过程中,砾石的欧拉角随着试样剪切变形的发展而变化;与无砾石试样相比,砾石周围土体小球的运动方向更加杂乱,说明了砾石对含砾滑带土的剪切破坏有显著的影响。通过与三轴剪切试验过程中砾石的空间运动规律进行对比分析,验证了提出的建模方法是可行的。采用该方法研究砾石的空间运动特征,对于揭示砾石在含砾滑带土剪切破坏过程中的作用具有重要的意义。 相似文献
11.
在系统整理分析前人成果资料基础上,对龙门山西南部与古青衣江改道相关的名山-邛崃砾石层和丹棱-思濛砾石层的砾石成分、砾度及砾向等统计资料进行分析和总结,讨论了砾石层的物源区、成因、形成时代等特征;结合对青衣江干流阶地最新的调查和测量结果,梳理总结了河流阶地的分布特征、高度、结构、发育程度和年龄等资料数据,并利用卫星遥感图像和数字高程模型（DEM）数据提取构造地貌和水系特征,发现青衣江流域地形是梯级降低的,其穿过的褶皱形成时间应该早于第四纪,并且第四纪时期青衣江形成的阶地是可连续对比的,其中宝兴-芦山段的阶地有过抬升,可能与该区的盲逆冲断层活动有关。依据青衣江流域的阶地特征,对水系演化变迁过程进行综合分析后提出,青衣江改道很可能是由于新构造期间河流多次袭夺造成的,其中龙门山西南段的盲逆冲断层活动引起的局部隆升为袭夺提供了构造条件。 相似文献
12.
A maximum-likelihood procedure for segmenting digital well-log data is presented. The method is based on a univariate state variable model in which an observed log is treated as a time-series consisting of two terms: a Gauss-Markov signal remaining constant over a segment, and an additive Gaussian, but not necessarily stationary, noise. The signal jumps by a random amount at a segment boundary. The inverse problem of log segmentation consists of detecting the segment boundaries from a given log. The problem is solved using a Bayesian approach in which the unknown parameters, the locations of segment boundaries and the jumps in the signal value, are estimated by maximizing the likelihood function for the observed data. An algorithm based on Kalman smoothing and single most likelihood replacement (SMLR) procedure is proposed. The performance of the method is illustrated with a case study comprising of multisuite log data from an exploratory well. The method is found to be rapid and robust. The resulting segments are found to be geologically consistent. 相似文献
13.
Delineating subsurface heterogeneity at a loop of River Steinlach using geophysical and hydrogeological methods 总被引：1，自引：1，他引：0
Stratigraphic heterogeneity is a key controlling factor for flow and transport in groundwater systems. In this case study, we have combined two- and three-dimensional images of electric resistivity with hydrogeological data to delineate such stratigraphic heterogeneity at a loop of River Steinlach close to Tübingen, Germany, where we estimated spatially varying aquifer parameters using established evaluation techniques. We developed a three-layer stratigraphic model consisting of heterogeneous sandy gravel overlain by a fine alluvium including top soil, and underlain by sandstone weathered at its top. The sandy gravel makes up the aquifer unit while we interpret the sandstone as aquitard. We classified the area into two stratigraphic segments based on resistivity data. The Southern segment consists of a thicker alluvium where the aquifer material contains more clay than in the Northern segment. Two different stratigraphic structures were also delineated at the Southern and Northern segments, respectively. These structures are visible in inversion results as low-resistivity features trending in the SE–NW in the Southern segment and NE–NW in the Northern segment. Both structures may be previous flow paths of River Steinlach, and the low permeability material overlying them may impair flow exchange in the area. We performed slug and pumping tests to estimate the hydraulic conductivity (K) of the aquifer. The K distributions show slight variation with higher values obtained at wells within the Northern segment and close to the river bank. A qualitative comparison of measured hydraulic conductivities with the resistivity distribution shows good agreement of the spatial patterns. The stratigraphic and hydraulic heterogeneities delineated in this work are important for experimental and modeling studies of flow, transport, and hyporheic exchange at the site. 相似文献
14.
针对煤矿掘进工作面视频光照较低、亮度不均、纹理模糊、噪声较多等问题,提出一种煤矿掘进工作面低照度视频增强算法。首先,利用卷积的可分离性将视频图像进行一维水平卷积与垂直卷积,再利用完美反射法实现视频图像自动白平衡,并使用图像混合增强技术提高视频图像整体亮度。然后,基于大气散射模型与暗通道先验方法,通过递归分割将图像分割为高光区、中间调和暗调区,并求取对应区间通道像素最大值,将其3者均值作为大气光照估计值,引入调节因子对透射率进行调整优化,并使用拉普拉斯锐化操作,增加图像高频成分、抑制图像低频成分,提高图像对比度。最后,基于改进的大气散射模型对掘进工作面低照度视频进行去雾处理。实验结果表明,视频增强算法能够对煤矿掘进工作面低照度视频进行实时增强、去雾处理,避免了视频图像暗淡、失真、模糊和突变等问题。相较于Retinex算法、ALTM算法和暗通道先验算法,视频增强算法大幅度提高了视频图像的信息熵、标准差和平均梯度,且具有较好的实时处理速度,能够为掘进工作面视频的目标识别、目标跟踪、目标监测和图像分割等后续处理提供优质、可靠的支撑。 相似文献
15.
跨孔雷达走时层析成像主要利用雷达波的走时进行反演,走时提取的正确与否将直接影响到层析成像的效果。数字图像分割法基于凸集投影（POCS）方法,使用能量比彩色图像分割技术准确提取走时。数字图像分割法提取走时首先应用在折射地震波的数据处理中。笔者首次将数字图像分割法提取走时的方法应用到跨孔雷达走时层析成像中,使用迭代线性反演算法重建了雷达波速度场。反演过程中,使用最小二乘QR分解法（LSQR）求解线性方程组,利用弯曲射线追踪技术构建雅可比矩阵,走时的计算值则由多模板快速推进算法（MSFM）得到。为了验证数字图像分割法在走时层析成像中的效果,使用一组合成数据及一组实测数据分别对比了基于数字图像分割法和基于传统能量比法获得的层析成像反演结果。对比结果表明,使用数字图像分割法得到的层析成像结果更为精确,误差更小,能为判断地下雷达波速度场提供更为有力的帮助。 相似文献
16.
在分析研究前人资料的基础上,结合野外实际工作和室内研究,从三峡九湾溪断裂带内各段断层泥的特征研究分析出发,探讨了九湾溪断裂带的分段性,结果发现:九湾溪断裂带存在明显的分段性,中段和南段地震活动频度和强度大,应变强度高,断层活动以粘滑为主,其分维值在2.2～2.6之间,石英碎砾表面发育各种撞击揳入现象、线状擦痕等显微构造;北段地震活动频度和强度较小,应变强度弱,断层活动以稳滑为主,兼具粘滑,其分维值在2.4～2.8之间,石英颗粒多为磨圆球砾,其刻蚀形貌以裂而不破现象为代表;中段是九湾溪断裂带最有可能发生诱发地震的地段和我们的重点监测地段。 相似文献
17.
离子吸附型稀土矿是我国宝贵的矿产资源,运用遥感影像分类技术提取稀土开采区可以准确地实现对稀土开采状况的监测,但仅利用光谱信息往往难以保证分类精度。本文以江西寻乌稀土矿区为研究区,以IKONOS影像为数据源,应用面向对象分类方法提取了稀土开采区的遥感信息。针对稀土开采区的分布特点,选择基于边缘的分割算法进行影像分割;结合地形信息、光谱信息及几何信息建立规则集,进行特征提取;最后采用隶属度函数法实现面向对象分类,并与传统的光谱角填图分类进行对比分析。研究结果表明,面向对象分类法提取稀土开采区的总体精度为92.49%,Kappa系数为0.857 6,与传统监督分类方法相比有了很大的提高。 相似文献
18.
针对数字全景钻孔摄像系统获取的实测图像,提出了一种基于颜色特征的数字式钻孔图像溶隙结构识别方法。利用岩层中的典型结构,如土质层、溶隙在颜色上与普通岩石具有较大差异性的特点,首先建立了一个自适应HSV颜色空间溶隙结构检测模型,利用该模型获取溶隙结构的二值化图像;对该二值化图像进行滤波处理;然后从处理后的二值化图像进行分区像素密度统计来确定土质层或溶隙区域的深度、面积及方位角等信息,从而实现数字式钻孔图像中溶隙结构的自动识别。通过对大量数字式钻孔图像进行试验并与对应的钻孔雷达图像进行结果对比表明,其方法能对全孔图像的溶隙和土质层进行快速、准确地自动化检测与定位,为钻孔图像岩体结构的自动识别与工程应用提供了一种新的可靠方法。 相似文献
19.
作为信息提取和分类的前提,面向对象的影像分割尺度参数的设置直接影响到提取和分类的精度。本文以GF-2影像数据为例,在已有分割理论和方法的基础上提出一种基于最优分割尺度的计算模型（OS模型）。该模型以主成分分析所得的主成分以及新建的归一化植被指数（normalized vegetation index,NDVI）特征层作为分割参考层,综合考虑均质因子的影响,构建加权尺度评价指数,插值拟合最优分割尺度。构建误差系数（Ec）对模型进行评价,结果表明：OS模型误差系数（Ec=1.15%）小于传统模型（Ec=3.28%）,且分割对象更均匀、与实际地物更接近。 相似文献
20.
B. Obara 《Mineralogy and Petrology》2007,91(3-4):271-285
Summary The present paper is concerned with the development and application of an effective automatic algorithm of image analysis
in order to detect grain boundaries on microscope images of Redziny dolostone and Wisniowka quartzite. The algorithm utilises
sets of 6 colour images for each measurement field on thin sections, which are recorded using an optical polarizing microscope
in different polarization set-ups.
The proposed method is based on an image pre-processing procedure that is focused on colour system transformation, followed
by rock grain boundaries segmentation using the image analysis methods for each colour image. For the image pre-processing
procedure, several colour system transformations were selected and compared. By using the alternative colour systems that
concentrate on colour information we are able to minimise the effects of internal micro-structures in the grain boundaries
segmentation procedure. The grain boundary maps obtained confirm that the use of an approximately perceptually uniform colour
system as an image pre-processing procedure can significantly improve the rock grain segmentation. This newly-developed method
may facilitate petrographical and stereological studies of rock structures. 相似文献