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Observation Mode and Region Segmentation of New Generation Geostationary Meteorological Satellite of China 被引量:1
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作者 Shang Jian Liu Chengbao +2 位作者 Zhao Lei Zhang Zhiqing Yang Lei 《Meteorological and Environmental Research》 CAS 2018年第4期1-4,10,共5页
Three-axis stabilized Fengyun-4 (FY-4) satellite scries is the new generation of geostationary meteorological satellite in China. The ob-servation flexibility brought by three-axis stabilization makes it possible to... Three-axis stabilized Fengyun-4 (FY-4) satellite scries is the new generation of geostationary meteorological satellite in China. The ob-servation flexibility brought by three-axis stabilization makes it possible to design different observation modes for different targets. Important observation modes of the Advanced Geosynchronous Radiation Imager (AGRI), the core instrument onboard FY-4A, are presented, from the earth obser- vation, navigation and calibration perspective. As the time consumed in full disk and hemisphere observations exceed the time limitation, different region segmentation methods are proposed. Results show the methods are effective, and the full disk as well as hemisphere observations can both be accomplished in the given time. Finally the three-region segmentation method and two-region segmentation method are chosen for full disk and hemisphere observations, respectively, in view of the observation instructions' complexity as well as the time consuming. The research results paved the way for the core instrument's daily operation, and have been used in FY-4A in-orbit test. 展开更多
关键词 FY-4 Observation mode region segmentation Time constraint Full disk Hemisphere observation
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Fusion of Infrared and Visible Light Images Based on Region Segmentation 被引量:12
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作者 刘坤 郭雷 +1 位作者 李晖晖 陈敬松 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2009年第1期75-80,共6页
This article proposes a novel method to fuse infrared and visible light images based on region segmentation. Region segmen-tation is used to determine important regions and background information in the input image. T... This article proposes a novel method to fuse infrared and visible light images based on region segmentation. Region segmen-tation is used to determine important regions and background information in the input image. The non-subsampled contourlet transform (NSCT) provides a flexible multiresolution,local and directional image expansion,and also a sparse representation for two-dimensional (2-D) piecewise smooth signal building images,and then different fusion rules are applied to fuse the NSCT coefficients fo... 展开更多
关键词 image processing image fusion non-subsampled contourlet transform region segmentation infrared imaging
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A region segmentation based algorithm for building a crystal position lookup table in a scintillation detector
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作者 王海鹏 贠明凯 +4 位作者 刘双全 樊馨 曹学香 柴培 单保慈 《Chinese Physics C》 SCIE CAS CSCD 2015年第3期95-100,共6页
In a scintillation detector, scintillation crystals are typically made into a 2-dimensional modular array. The location of incident gamma-ray needs be calibrated due to spatial response nonlinearity. Generally, positi... In a scintillation detector, scintillation crystals are typically made into a 2-dimensional modular array. The location of incident gamma-ray needs be calibrated due to spatial response nonlinearity. Generally, position histograms--the characteristic flood response of scintillation detectors are used for position calibration. In this paper, a position calibration method based on a crystal position lookup table which maps the inaccurate location calculated by Anger logic to the exact hitting crystal position has been proposed. Firstly, the position histogram is preprocessed, such as noise reduction and image enhancement. Then the processed position histogram is segmented into disconnected regions, and crystal marking points are labeled by finding the centroids of regions. Finally, crystal boundaries are determined and the crystal position lookup table is generated. The scheme is evaluated by the whole-body positron emission tomography (PET) scanner and breast dedicated single photon emission computed tomography scanner developed by the Institute of High Energy Physics, Chinese Academy of Sciences. The results demonstrate that the algorithm is accurate, efficient, robust and applicable to any configurations of scintillation detector. 展开更多
关键词 position lookup table position histogram region segmentation scintillation detector
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A fast and efficient mesh segmentation method based on improved region growing 被引量:3
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作者 YANG Fei ZHOU Fan +2 位作者 WANG Ruo-mei LIU Li LUO Xiao-nan 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第4期468-480,共13页
Mesh segmentation is one of the important issues in digital geometry processing. Region growing method has been proven to be a efficient method for 3D mesh segmentation. However, in mesh segmentation, feature line ext... Mesh segmentation is one of the important issues in digital geometry processing. Region growing method has been proven to be a efficient method for 3D mesh segmentation. However, in mesh segmentation, feature line extraction algorithm is computationally costly, and the over-segmentation problem still exists during region merging processing. In order to tackle these problems, a fast and efficient mesh segmentation method based on improved region growing is proposed in this paper. Firstly, the dihedral angle of each non-boundary edge is defined and computed simply, then the sharp edges are detected and feature lines are extracted. After region growing process is finished, an improved region merging method will be performed in two steps by considering some geometric criteria. The experiment results show the feature line extraction algorithm can obtain the same geometric information fast with less computational costs and the improved region merging method can solve over-segmentation well. 展开更多
关键词 mesh segmentation feature line region growing dihedral angle.
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Texture feature based automated seeded region growing in abdominal MRI segmentation 被引量:1
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作者 Jie Wu Skip Poehlman +1 位作者 Michael D. Noseworthy Markad V. Kamath 《Journal of Biomedical Science and Engineering》 2009年第1期1-8,共8页
A new texture feature-based seeded region growing algorithm is proposed for automated segmentation of organs in abdominal MR images. 2D Co-occurrence texture feature, Gabor texture feature, and both 2D and 3D Semi- va... A new texture feature-based seeded region growing algorithm is proposed for automated segmentation of organs in abdominal MR images. 2D Co-occurrence texture feature, Gabor texture feature, and both 2D and 3D Semi- variogram texture features are extracted from the image and a seeded region growing algorithm is run on these feature spaces. With a given Region of Interest (ROI), a seed point is automatically se-lected based on three homogeneity criteria. A threshold is then obtained by taking a lower value just before the one causing ‘explosion’. This algorithm is tested on 12 series of 3D ab-dominal MR images. 展开更多
关键词 Image segmentATION Seeded region GROWING TEXTURE Analysis
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Interpretation of the west segment of the coastal fault zone in the coastal region of South China based on the gravity data 被引量:2
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作者 Lisi Bi Zhenhuan Ren +2 位作者 Xiuwei Ye Tianyou Liu Jihua Qiao 《Geodesy and Geodynamics》 2018年第2期142-150,共9页
By systemic processing, comprehensive analysis, and interpretation of gravity data, we confirmed the existence of the west segment of the coastal fault zone(west of Yangjiang to Beibu Bay) in the coastal region of Sou... By systemic processing, comprehensive analysis, and interpretation of gravity data, we confirmed the existence of the west segment of the coastal fault zone(west of Yangjiang to Beibu Bay) in the coastal region of South China. This showed an apparent high gravity gradient in the NEE direction, and worse linearity and less compactness than that in the Pearl River month. This also revealed a relatively large curvature and a complicated gravity structure. In the finding images processed by the gravity data system, each fault was well reflected and primarily characterized by isolines or thick black stripes with a cutting depth greater than 30 km. Though mutually cut by NW-trending and NE-trending faults, the apparent NEE stripe-shaped structure of the west segment of the coastal fault zone remained unchanged,with good continuity and an activity strength higher than that of NW and NE-trending faults. Moreover,we determined that the west segment of the coastal fault zone is the major seismogenic structure responsible for strong earthquakes in the coastal region in the border area of Guangdong, Guangxi, and Hainan. 展开更多
关键词 Coastal region of South China West segment of the coastal fault zone Gravity data Seismogenic structure
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Image segmentation by level set evolution with region consistency constraint 被引量:5
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作者 ZHONG Li ZHOU Yuan-feng +2 位作者 ZHANG Xiao-feng GUO Qiang ZHANG Cai-ming 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2017年第4期422-442,共21页
Image segmentation is a key and fundamental problem in image processing,computer graphics,and computer vision.Level set based method for image segmentation is used widely for its topology flexibility and proper mathem... Image segmentation is a key and fundamental problem in image processing,computer graphics,and computer vision.Level set based method for image segmentation is used widely for its topology flexibility and proper mathematical formulation.However,poor performance of existing level set models on noisy images and weak boundary limit its application in image segmentation.In this paper,we present a region consistency constraint term to measure the regional consistency on both sides of the boundary,this term defines the boundary of the image within a range,and hence increases the stability of the level set model.The term can make existing level set models significantly improve the efficiency of the algorithms on segmenting images with noise and weak boundary.Furthermore,this constraint term can make edge-based level set model overcome the defect of sensitivity to the initial contour.The experimental results show that our algorithm is efficient for image segmentation and outperform the existing state-of-art methods regarding images with noise and weak boundary. 展开更多
关键词 level set evolution image segmentation uniformity testing multiple level contours region consistency constraint
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基于匹配信任度机制的移动传感网簇头更新算法 被引量:1
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作者 王恒 郑笔耕 《国外电子测量技术》 2024年第2期59-65,共7页
为解决移动传感网部署过程中存在的簇头节点更新质量不佳和节点生存率较低等不足,提出了一种基于匹配信任度机制的移动传感网簇头更新算法。首先,引入K-means算法,利用误差平方根函数来完成网络初始聚类,以快速定位聚类中心,提升聚类形... 为解决移动传感网部署过程中存在的簇头节点更新质量不佳和节点生存率较低等不足,提出了一种基于匹配信任度机制的移动传感网簇头更新算法。首先,引入K-means算法,利用误差平方根函数来完成网络初始聚类,以快速定位聚类中心,提升聚类形成速度。随后,综合考虑备选簇头剩余能量、备选簇头与当前簇头的欧氏距离、备选簇头覆盖范围内节点总数3个因素,设计了基于匹配信任度的簇头更新方法,按权值对各因素进行平均分配,进而将信任度权值最高的节点作为备选簇头,从而选举出生存质量较高的节点。仿真实验表明,算法具有更高的网络稳定运行时间和簇头节点生存率,以及更低的节点故障概率。其中,网络稳定运行时间提升了80%以上,簇头节点生存率保持在90%以上,节点故障概率也较低,具有明显的优势。 展开更多
关键词 移动传感网 匹配信任度 簇头更新 欧氏聚类 区域分割
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Element Geochemical Division of the Middle Segment of the Sanjiang (Three-River) Region
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作者 沈上越 魏启荣 +3 位作者 莫宣学 喻学惠 曾普盛 胡长寿 《Chinese Journal Of Geochemistry》 EI CAS 2001年第4期302-314,共13页
This paper describes the aim and principle of element geochemical division, the source of samples and data processing, the choice of divisional indices and the division of index value ranges. According to the geologic... This paper describes the aim and principle of element geochemical division, the source of samples and data processing, the choice of divisional indices and the division of index value ranges. According to the geological structures and characteristic values (the accumulated value of enrichment coefficient) of the mantle-type elements (K T) this region can be divided into seven geochemical zones, i.e., the Yangtze basement, the Yangtze cover, the Jinshajiang paleo-Tethys, the Lancangjiang paleo-Tethys, the Lanping Mesozoic basin, the Indosinian granite, and the Himalayan granite. Again in accordance with the different characteristic values of high field strength elements (HFSE) (K Nb) or radiogenic elements (K Th) 16 geochemical sub-zones can be divided. Meanwhile, this paper also discusses the rules of variation in characteristic value of the various sub-zones and points out the characteristics of enrichment of ore-forming elements in some of the sub-zones. 展开更多
关键词 三江地区 元素地球化学 地层 火山岩
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An Image Segmentation Algorithm Based on a Local Region Conditional Random Field Model
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作者 Xiao Jiang Haibin Yu Shuaishuai Lv 《International Journal of Communications, Network and System Sciences》 2020年第9期139-159,共21页
To reduce the computation cost of a combined probabilistic graphical model and a deep neural network in semantic segmentation, the local region condition random field (LRCRF) model is investigated which selectively ap... To reduce the computation cost of a combined probabilistic graphical model and a deep neural network in semantic segmentation, the local region condition random field (LRCRF) model is investigated which selectively applies the condition random field (CRF) to the most active region in the image. The full convolutional network structure is optimized with the ResNet-18 structure and dilated convolution to expand the receptive field. The tracking networks are also improved based on SiameseFC by considering the frame relations in consecutive-frame traffic scene maps. Moreover, the segmentation results of the greyscale input data sets are more stable and effective than using the RGB images for deep neural network feature extraction. The experimental results show that the proposed method takes advantage of the image features directly and achieves good real-time performance and high segmentation accuracy. 展开更多
关键词 Image segmentation Local region Condition Random Field Model Deep Neural Network Consecutive Shooting Traffic Scene
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Census and Segmentation-Based Disparity Estimation Algorithm Using Region Merging
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作者 Viral H. Borisagar Mukesh A. Zaveri 《Journal of Signal and Information Processing》 2015年第3期191-202,共12页
Disparity estimation is an ill-posed problem in computer vision. It is explored comprehensively due to its usefulness in many areas like 3D scene reconstruction, robot navigation, parts inspection, virtual reality and... Disparity estimation is an ill-posed problem in computer vision. It is explored comprehensively due to its usefulness in many areas like 3D scene reconstruction, robot navigation, parts inspection, virtual reality and image-based rendering. In this paper, we propose a hybrid disparity generation algorithm which uses census based and segmentation based approaches. Census transform does not give good results in textureless areas, but is suitable for highly textured regions. While segment based stereo matching techniques gives good result in textureless regions. Coarse disparities obtained from census transform are combined with the region information extracted by mean shift segmentation method, so that a region matching can be applied by using affine transformation. Affine transformation is used to remove noise from each segment. Mean shift segmentation technique creates more than one segment of same object resulting into non-smoothness disparity. Region merging is applied to obtain refined smooth disparity map. Finally, multilateral filtering is applied on the disparity map estimated to preserve the information and to smooth the disparity map. The proposed algorithm generates good results compared to the classic census transform. Our proposed algorithm solves standard problems like occlusions, repetitive patterns, textureless regions, perspective distortion, specular reflection and noise. Experiments are performed on middlebury stereo test bed and the results demonstrate that the proposed algorithm achieves high accuracy, efficiency and robustness. 展开更多
关键词 Stereo Vision CENSUS TRANSFORM Mean Shift segmentATION AFFINE TRANSFORM region MERGING
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一种多无人机协同优先覆盖搜索算法
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作者 余翔 邓千锐 +1 位作者 段思睿 姜陈 《系统仿真学报》 CAS CSCD 北大核心 2024年第4期991-1000,共10页
针对应急救援行动中存在的受灾区域大、重点区域分布不均匀、救援时间有限等问题,提出一种多UAV协同区域优先覆盖搜索算法。对搜索区域进行离散栅格化处理,根据灾情预估信息对搜索区域中的每个网格进行概率标记;通过K-means++聚类算法... 针对应急救援行动中存在的受灾区域大、重点区域分布不均匀、救援时间有限等问题,提出一种多UAV协同区域优先覆盖搜索算法。对搜索区域进行离散栅格化处理,根据灾情预估信息对搜索区域中的每个网格进行概率标记;通过K-means++聚类算法将搜索区域划分成大小相似、个数与UAV数量相等的子区域,依据聚类中心确定每个子区域的搜索起点,使多架UAV分区协同搜索整个区域;根据网格概率和当前距离之间的平衡关系计算出每个网格的分数,改进贪心算法,以此分数为基准在子区域中进行优先搜索和减少重复路径,引入A^(*)算法解决网格分数冗余问题。仿真结果表明:所提算法在保证优先搜索的同时缩短了路径长度和搜索时间,为应急救援中的搜索难题提供了一种有效的解决办法。 展开更多
关键词 多无人机 K-means++ 区域划分 协同搜索 改进贪心算法 A^(*)算法
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基于改进随机Hough变换的圆形目标检测算法 被引量:1
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作者 徐炜君 《杭州师范大学学报(自然科学版)》 CAS 2024年第1期92-98,共7页
圆形目标检测在各个领域得到了广泛应用.为了提高规则圆的检出效率、降低不规则圆的漏检率,文章提出了一种改进随机Hough变换的圆形目标检测算法.算法首先用区域增长和RGB二值分割等算法对不同背景的图像进行二值分割和去噪处理,接着对... 圆形目标检测在各个领域得到了广泛应用.为了提高规则圆的检出效率、降低不规则圆的漏检率,文章提出了一种改进随机Hough变换的圆形目标检测算法.算法首先用区域增长和RGB二值分割等算法对不同背景的图像进行二值分割和去噪处理,接着对连通域分割的特征区域用具有圆形性特征的边缘点进行候选圆的检测和验证.实验对比结果表明,本文算法可以显著提高规则圆的检出效率、降低不规则圆的漏检率,算法计算量小、运行速度快、鲁棒性强. 展开更多
关键词 背景分割 特征区域 随机HOUGH变换 圆检测
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区域市场分割、数字经济发展与引进外商直接投资
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作者 叶劲松 方嘉彬 钟昌标 《财经论丛》 CSSCI 北大核心 2024年第7期17-27,共11页
本文利用1999—2013年中国工业企业数据库,实证分析国内区域市场分割对引进FDI的影响。研究发现,区域市场分割显著抑制FDI的引进,主要由商品和劳动力市场分割导致,并通过市场规模效应、要素流动效应和公平竞争效应三个渠道实现。进一步... 本文利用1999—2013年中国工业企业数据库,实证分析国内区域市场分割对引进FDI的影响。研究发现,区域市场分割显著抑制FDI的引进,主要由商品和劳动力市场分割导致,并通过市场规模效应、要素流动效应和公平竞争效应三个渠道实现。进一步分析显示,数字经济的发展缓解市场分割对引进FDI的负面影响,且存在阶段性差异及对优质FDI的改善作用更强;市场分割对国有企业、外销企业、市场潜力大的区域引进FDI的影响作用更小,侧面强化了机制作用检验的可信度。上述结论为推动全国统一大市场建设、促进“双循环”提供了有益的经验证据。 展开更多
关键词 FDI 区域市场分割 数字经济发展
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结合超体素与颜色信息的区域生长点云分割方法
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作者 鲁斌 王志远 《计算机工程与设计》 北大核心 2024年第5期1482-1489,共8页
为解决传统区域生长点云分割算法存在的欠分割和过分割现象,提出一种结合超体素与颜色信息的区域生长点云分割方法。在分割过程中加入超体素过分割步骤,避免直接从点云中分割数据,有效消除噪声和异常值对分割的影响,利用一种几何和颜色... 为解决传统区域生长点云分割算法存在的欠分割和过分割现象,提出一种结合超体素与颜色信息的区域生长点云分割方法。在分割过程中加入超体素过分割步骤,避免直接从点云中分割数据,有效消除噪声和异常值对分割的影响,利用一种几何和颜色信息的联合准则合并超体素并进行区域生长。与深度学习方法和其它3种传统分割算法相比,分割效率和精度都得到了较大提升,解决了欠分割和过分割的问题。 展开更多
关键词 超体素 法线信息 点云分割 区域生长 颜色信息 过分割 欠分割
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基于能量函数基元提取的建筑物LOD2模型自动生成方法
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作者 王林 陈健龙 +1 位作者 刘照亮 刘文轩 《测绘通报》 CSCD 北大核心 2024年第5期103-107,114,共6页
近年来,随着实景三维中国和数字中国的快速发展,建筑物三维模型重建已成为智慧城市建设的重要环节。本文提出了一种全自动建筑物LOD2模型生成框架,旨在解决城市级实景三维场景中建筑物LOD2模型生成的难题。为了自动提取大场景建筑物对象... 近年来,随着实景三维中国和数字中国的快速发展,建筑物三维模型重建已成为智慧城市建设的重要环节。本文提出了一种全自动建筑物LOD2模型生成框架,旨在解决城市级实景三维场景中建筑物LOD2模型生成的难题。为了自动提取大场景建筑物对象,首先利用场景正射影像,通过图像分割获取建筑物的边界信息;然后使用改进的增强型平面区域分割方法提取高质量的分割平面,并利用混合线性模型对分割结果进行优化,能够更好地处理城市建筑物的局部破损和重建错误等问题。试验结果表明,本文算法生成的建筑物LOD2模型质量和效率更高,能够应对城市建筑模型的复杂情况,得到更稳健的重建结果。 展开更多
关键词 细节层次模型 建筑物重建 区域分割 自动生成 基元提取
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基于区域分割和DM642的数字图像修复系统研究
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作者 曲美亭 冀轶卿 《现代电子技术》 北大核心 2024年第11期59-63,共5页
由于数字图像中颜色通道之间关联性显著,改变某颜色分量,会导致剩余分量随之变化,使数字图像整体视觉效果出现变化,针对该问题,文中研究基于区域分割和DM642的数字图像修复系统。将DM642处理器作为系统核心处理器,在该处理器协助下,针... 由于数字图像中颜色通道之间关联性显著,改变某颜色分量,会导致剩余分量随之变化,使数字图像整体视觉效果出现变化,针对该问题,文中研究基于区域分割和DM642的数字图像修复系统。将DM642处理器作为系统核心处理器,在该处理器协助下,针对破损数字图像采用基于分通道自体理论的数字图像区域分割方法,利用图像颜色信息和像素间的空间关系,实现图像修复区域分割。针对需修复区域,通过基于Criminisi算法的数字图像修复方法提取修复像素点生成修复块,利用图像自相似性,在未破损区域找到与修复块匹配度最高的样本块,用此样本填充修补破损区域。实验结果表明,此系统能够有效分割数字图像的修复区域,修复视觉效果较好,且修复后数字图像不存在明显失真问题,可实现多图像并行快速修复。 展开更多
关键词 区域分割 DM642处理器 数字图像 修复系统 分通道自体理论 Criminisi算法 置信度 修复块
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区域市场分割对企业绿色技术创新的影响研究
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作者 江三良 胡凯丽 《工业技术经济》 CSSCI 北大核心 2024年第5期70-79,共10页
党的十九大报告提出“构建市场导向的绿色技术创新体系”。本文以基于相对价格法计算的区域市场分割指数与2004~2022年制造业上市公司的绿色技术创新指标为基础,分析市场分割对企业绿色技术创新的影响。结果表明:区域市场分割显著抑制... 党的十九大报告提出“构建市场导向的绿色技术创新体系”。本文以基于相对价格法计算的区域市场分割指数与2004~2022年制造业上市公司的绿色技术创新指标为基础,分析市场分割对企业绿色技术创新的影响。结果表明:区域市场分割显著抑制企业绿色技术创新,且抑制过程具有一定的持续性。进一步分析发现:资本品和劳动力市场分割对企业绿色技术创新的抑制作用同样显著;市场分割通过环境规制、创新资源配置、数字普惠金融效应抑制企业绿色技术创新;位于东西部地区、低市场化水平地区、低集中度行业的企业、处于低融资约束水平和低数字化转型程度的企业以及国企的绿色技术创新受到的抑制作用更显著。 展开更多
关键词 区域市场分割 绿色技术创新 新发展理念 环境规制 创新资源配置 数字普惠金融
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地方政府考核目标转变的经济效率与福利效应研究
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作者 王文甫 方也 《四川大学学报(哲学社会科学版)》 CSSCI 北大核心 2024年第3期42-57,207,208,共18页
构建一个合理且科学的考核体系,并引导地方政府更科学关注经济发展质量,是学术界亟须解决的重要问题之一。基于新开放宏观模型,通过构建一个包含地区竞争、市场分割及营商环境的动态随机一般均衡模型,从经济效率和经济福利两个维度来考... 构建一个合理且科学的考核体系,并引导地方政府更科学关注经济发展质量,是学术界亟须解决的重要问题之一。基于新开放宏观模型,通过构建一个包含地区竞争、市场分割及营商环境的动态随机一般均衡模型,从经济效率和经济福利两个维度来考察地方政府考核目标转变对经济发展质量的影响。研究发现:第一,传统考核机制会阻碍经济效率、经济福利水平的提升,地区竞争程度越大、市场分割程度越高、为优化营商环境努力程度越低,所引起的阻碍作用越明显;第二,在多元化考核机制下,地方政府短期目标导向能够缓解经济发展质量的负面影响,其中营商环境的优化有利于经济高质量的发展,但由于地区竞争与市场分割的存在,缓解作用并不能得到很好地释放。在经济高质量发展不断推进阶段,应尽快落实多元化考核机制,引导地方政府优化营商环境,并在一定程度上消除地区竞争与市场分割,以保证经济可持续发展。 展开更多
关键词 考核目标转变 地区竞争 市场分割 营商环境 经济效率与福利
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Visual navigation in orchard based on multiple images at different shooting angles
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作者 MA Zenghong YUE Jiawen +3 位作者 YIN Cheng ZHAO Runmao CHANDA Mulongoti DU Xiaoqiang 《智能化农业装备学报(中英文)》 2024年第4期51-65,共15页
The orchards usually have rough terrain,dense tree canopy and weeds.It is hard to use GNSS for autonomous navigation in orchard due to signal occlusion,multipath effect,and radio frequency interference.To achieve auto... The orchards usually have rough terrain,dense tree canopy and weeds.It is hard to use GNSS for autonomous navigation in orchard due to signal occlusion,multipath effect,and radio frequency interference.To achieve autonomous navigation in orchard,a visual navigation method based on multiple images at different shooting angles is proposed in this paper.A dynamic image capturing device is designed for camera installation and multiple images can be shot at different angles.Firstly,the obtained orchard images are classified into sky and soil detection stage.Each image is transformed to HSV space and initially segmented into sky,canopy and soil regions by median filtering and morphological processing.Secondly,the sky and soil regions are extracted by the maximum connected region algorithm,and the region edges are detected and filtered by the Canny operator.Thirdly,the navigation line in the current frame is extracted by fitting the region coordinate points.Then the dynamic weighted filtering algorithm is used to extract the navigation line for the soil and sky detection stage,respectively,and the navigation line for the sky detection stage is mirrored to the soil region.Finally,the Kalman filter algorithm is used to fuse and extract the final navigation path.The test results on 200 images show that the accuracy of visual navigation path fitting is 95.5%,and single frame image processing costs 60 ms,which meets the real-time and robustness requirements of navigation.The visual navigation experiments in Camellia oleifera orchard show that when the driving speed is 0.6 m/s,the maximum tracking offset of visual navigation in weed-free and weedy environments is 0.14 m and 0.24 m,respectively,and the RMSE is 30 mm and 55 mm,respectively. 展开更多
关键词 ORCHARD visual navigation multiple shooting angles region segmentation Kalman filter
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