计算机工程与设计
計算機工程與設計
계산궤공정여설계
COMPUTER ENGINEERING AND DESIGN
2014年
10期
3527-3531
,共5页
秦红星%叶彬%胡泽宇%何锐
秦紅星%葉彬%鬍澤宇%何銳
진홍성%협빈%호택우%하예
体绘制%传递函数%混合高斯模型%体素可见度模型%最速下降法
體繪製%傳遞函數%混閤高斯模型%體素可見度模型%最速下降法
체회제%전체함수%혼합고사모형%체소가견도모형%최속하강법
volume rendering%transfer function%Gaussian mixture model%voxel visibility model%steepest descent method
针对体绘制中传递函数设计问题,提出基于直观体素可见度设计传递函数的高效方法。用高斯混合模型(GMM)对体数据自动建模,提取体数据的聚类信息;根据高斯混合模型设计体素可见度模型。将传递函数设计转化为真实体素可见度与目标体素可见度距离最小化问题,使用最速下降法求解,得到最优传递函数。同时设计一套方便、灵活的交互工具,用来调节体素可见度模型。实验结果表明了该算法的高效性和直观性。
針對體繪製中傳遞函數設計問題,提齣基于直觀體素可見度設計傳遞函數的高效方法。用高斯混閤模型(GMM)對體數據自動建模,提取體數據的聚類信息;根據高斯混閤模型設計體素可見度模型。將傳遞函數設計轉化為真實體素可見度與目標體素可見度距離最小化問題,使用最速下降法求解,得到最優傳遞函數。同時設計一套方便、靈活的交互工具,用來調節體素可見度模型。實驗結果錶明瞭該算法的高效性和直觀性。
침대체회제중전체함수설계문제,제출기우직관체소가견도설계전체함수적고효방법。용고사혼합모형(GMM)대체수거자동건모,제취체수거적취류신식;근거고사혼합모형설계체소가견도모형。장전체함수설계전화위진실체소가견도여목표체소가견도거리최소화문제,사용최속하강법구해,득도최우전체함수。동시설계일투방편、령활적교호공구,용래조절체소가견도모형。실험결과표명료해산법적고효성화직관성。
Aiming at the design problems of transfer function in volume rendering ,an efficient transfer function designing algo-rithm by leveraging the intuitive voxel visibility was proposed .First ,the cluster information was extrancted by modelling the volume data with Gaussian mixture model (GMM) .Then ,with the GMM ,the voxel visibility model was designed .Finally ,the design of transfer function became a minimization problem of the distance between real voxel visibility and target voxel visibility . To obtain an optimal transfer function ,the minimization problem was solved by using the steepest gradient descent optimizer .A suit of flexible interactive widgets were designed to offer convenient voxel visibility model modulation .The approach was verified on several datasets to show its efficiency and intuition .