An effective load balancing scheme for 3D texture-based sort-last parallel volume rendering on GPU clusters

Won Jong Lee, Vason P. Srini, Woo Chan Park, Shigeru Muraki, Tack Don Han

Research output: Contribution to journalArticle

3 Citations (Scopus)


We present an adaptive dynamic load balancing scheme for 3D texture based sort-last parallel volume rendering on a PC cluster equipped with GPUs. Our scheme exploits not only task parallelism but also data parallelism during rendering by combining the hierarchical data structures (octree and parallel BSP tree) in order to skip empty regions and distribute proper workloads to rendering nodes. Our scheme can also conduct a valid parallel rendering and image compositing in visibility order by employing a 3D clustering algorithm. To alleviate the imbalance when the transfer function is changed, a load rebalancing is inexpensively supported by exchanging only needed data. A detailed performance analysis is provided and scaling characteristics of our scheme are discussed. These show that our scheme can achieve significant performance gains by increasing parallelism and decreasing synchronizing costs compared to the traditional static distribution schemes.

Original languageEnglish
Pages (from-to)846-856
Number of pages11
JournalIEICE Transactions on Information and Systems
Issue number3
Publication statusPublished - 2008 Mar


All Science Journal Classification (ASJC) codes

  • Software
  • Hardware and Architecture
  • Computer Vision and Pattern Recognition
  • Electrical and Electronic Engineering
  • Artificial Intelligence

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