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局部形状特征概率混合的半自动三维点云分类 被引量:6
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作者 李红军 刘欣莹 +1 位作者 张晓鹏 严冬明 《浙江大学学报(理学版)》 CAS CSCD 北大核心 2017年第1期1-9,共9页
三维激光扫描获取的点云数据可用于数字城市建设、三维模型获取、场景分析与物体测量等领域.但因遮挡和噪声的影响,加之扫描场景复杂,采样精度受限,使得不能直接运用经典的曲面和三维空间理论对点云数据进行有效分析和处理.分类是点云... 三维激光扫描获取的点云数据可用于数字城市建设、三维模型获取、场景分析与物体测量等领域.但因遮挡和噪声的影响,加之扫描场景复杂,采样精度受限,使得不能直接运用经典的曲面和三维空间理论对点云数据进行有效分析和处理.分类是点云数据预处理的重要方式之一.提取近邻四面体体积、近邻法向量差异度、主方向差异度和主曲率值4个局部形状特征,采用概率混合策略构建了一种点云数据的半自动分类方法,可实现平面点集、柱面点集和其他点集的有效区分.其中,概率混合策略是依据近邻点平均距离和单指标类别一致程度估计每个特征推断形状的概率,通过混合加权,依据概率赋权函数最大值准则进行局部形状推断.可实现用户交互,以便处理不同扫描尺度和精度的点云数据.采用本文方法对模拟生成的点云、单棵树木点云、街道场景点云、旷野自然场景扫描点云以及航空机载扫描点云等多组数据进行了实验,结果表明,基于局部形状特征的概率混合方法对各种点云数据均具有良好的分类效果. 展开更多
关键词 点云分类 局部形状推断 概率混合 法向量差异 主曲率 大规模场景分析
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Easy modeling of realistic trees from freehand sketches 被引量:2
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作者 Jia LIU Zhiguo JIANG +1 位作者 Hongjun LI Xiaopeng ZHANG 《Frontiers of Computer Science》 SCIE EI CSCD 2012年第6期756-768,共13页
Creating realistic 3D tree models in a convenient way is a challenge in game design and movie making due to diversification and occlusion of tree structures. Current sketch-based and imagebased approaches for fast tre... Creating realistic 3D tree models in a convenient way is a challenge in game design and movie making due to diversification and occlusion of tree structures. Current sketch-based and imagebased approaches for fast tree modeling have limitations in effect and speed, and they generally include complex parameter adjustment, which brings difficulties to novices. In this paper, we present a simple method for quickly generating various 3D tree models from freehand sketches without parameter adjustment. On two input images, the user draws strokes representing the main branches and crown silhouettes of a tree. The system automatically produces a 3D tree at high speed. First, two 2D skeletons are built from strokes, and a 3D tree structure resembling the input sketches is built by branch retrieval from the 2D skeletons. Small branches are generated within the sketched 2D crown silhouettes based on self-similarity and angle restriction. This system is demonstrated on a variety of examples. It maintains the main features of a tree: the main branch structure and crown shape, and can be used as a convenient tool for tree simulation and design. 展开更多
关键词 virtual reality tree modeling SKETCH
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Analyzing surface sampling patterns using the localized pair correlation function
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作者 Weize Quan Jianwei Guo +2 位作者 Dong-Ming Yan Weiliang Meng Xiaopeng Zhang 《Computational Visual Media》 2016年第3期219-230,共12页
Point distributions with different characteristics have a crucial influence on graphics applications. Various analysis tools have been developed in recent years, mainly for blue noise sampling in Euclidean domains. In... Point distributions with different characteristics have a crucial influence on graphics applications. Various analysis tools have been developed in recent years, mainly for blue noise sampling in Euclidean domains. In this paper, we present a new method to analyze the properties of general sampling patterns that are distributed on mesh surfaces. The core idea is to generalize to surfaces the pair correlation function(PCF) which has successfully been employed in sampling pattern analysis and synthesis in 2D and 3D. Experimental results demonstrate that the proposed approach can reveal correlations of point sets generated by a wide range of sampling algorithms. An acceleration technique is also suggested to improve the performance of the PCF. 展开更多
关键词 point distribution spectral analysis PAIR correlation function(PCF) MESH SURFACE
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