A new approach to interactive viewpoint selection for volume data sets

被引:5
|
作者
Kim, Han Suk [1 ]
Unat, Didem [2 ]
Baden, Scott B. [1 ]
Schulze, Juergen P. [1 ]
机构
[1] Univ Calif San Diego, La Jolla, CA 92093 USA
[2] Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Berkeley, CA 94720 USA
关键词
Viewpoint selection; Harris interest point detection; principal component analysis; VIEW;
D O I
10.1177/1473871612467631
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Automatic viewpoint selection algorithms try to optimize the view of a data set to best show its features. They are often based on information theoretic frameworks. Although many algorithms have shown useful results, they often take several seconds to produce a result because they render the scene from a variety of viewpoints and analyze the result. In this article, we propose a new algorithm for volume data sets that dramatically reduces the running time. Our entire algorithm takes less than a second, which allows it to be integrated into real-time volume-rendering applications. The interactive performance is achieved by solving a maximization problem with a small sample of the data set, instead of rendering it from a variety of directions. We compare performance results of our algorithm to state-of-the-art approaches and show that our algorithm achieves comparable results for the resulting viewpoints. Furthermore, we apply our algorithm to multichannel volume data sets.
引用
收藏
页码:240 / 256
页数:17
相关论文
共 50 条
  • [21] Interactive Slice WIM: Navigating and Interrogating Volume Data Sets Using a Multisurface, Multitouch VR Interface
    Coffey, Dane
    Malbraaten, Nicholas
    Trung Bao Le
    Borazjani, Iman
    Sotiropoulos, Fotis
    Erdman, Arthur G.
    Keefe, Daniel F.
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2012, 18 (10) : 1614 - 1626
  • [22] GeneBox: Interactive visualization of microarray data sets
    Shah, N
    Filkov, VD
    Hamann, B
    Joy, KI
    [J]. METMBS'03: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MATHEMATICS AND ENGINEERING TECHNIQUES IN MEDICINE AND BIOLOGICAL SCIENCES, 2003, : 10 - 16
  • [23] Interactive visualization of hybrid medical data sets
    Meyer, J
    Gelder, S
    Kretschmer, K
    Silkenbaumer, K
    Hagen, H
    [J]. WSCG '97: THE FIFTH INTERNATIONAL CONFERENCE IN CENTRAL EUROPE ON COMPUTER GRAPHICS AND VISUALIZATION '97, CONFERENCE PROCEEDINGS, VOL 1-4, 1997, : 371 - 380
  • [24] Interactive volume cutting of medical data
    Xie, Kai
    Sun, Gang
    Yang, Jie
    Zhu, Y. M.
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2007, 37 (08) : 1155 - 1159
  • [25] Interactive Deformation of Heterogeneous Volume Data
    Torres, Rosell
    Espadero, Jose M.
    Calvo, Felipe A.
    Otaduy, Miguel A.
    [J]. BIOMEDICAL SIMULATION, 2014, 8789 : 131 - 140
  • [26] Intelligent volume visualization through transfer function and viewpoint selection
    Center for Engineering and Scientific Computation, Zhejiang University, Hangzhou 310027, China
    不详
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao, 2008, 5 (565-570):
  • [27] Viewpoint Selection Based on NM-PSO for Volume Rendering
    Zhang, You-Sai
    Wang, Bin
    Dai, Chang-Jiang
    [J]. INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, ICIC 2012, 2012, 7390 : 487 - 494
  • [28] A new approach for interactive analysis of PET and gene chip data
    Pan, L.
    Mikolajczyk, K.
    Dimitrakopoulou-Strauss, A.
    Burger, C.
    Strauss, L. G.
    [J]. EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2005, 32 : S43 - S43
  • [29] A new approach to generate diversified clusters for small data sets
    Peng, Chun-Cheng
    Tsai, Cheng-Jung
    Chang, Ting-Yi
    Yeh, Jen-Yuan
    Hua, Po-Wei
    [J]. APPLIED SOFT COMPUTING, 2020, 95 (95)
  • [30] Data link project sets stage for new approach at FAA
    Nordwall, BD
    [J]. AVIATION WEEK & SPACE TECHNOLOGY, 2000, 152 (11): : 46 - 47