摘要
Many big data applications need to process massive images and videos, while the performance of image processing is far from reaching requirements. This paper proposes the SunwayImg, a parallel image processing library, to support image-related applications on the Sunway many-core processor as well as the Sunway TaihuLight supercomputer. The SunwayImg integrates three kinds of image algorithms: fundamental algorithms to support basic image operations on the Sunway processor, widely used image feature extraction algorithms and a typical neural network model DBN. In addition, to parallelize various kinds of image algorithms efficiently on the Sunway processor, we propose a three-tier parallelization strategy as well as fine-grained parallelization inside core-groups. Finally, we accomplish implementation of the SunwayImg and evaluate it on the Sunway TaihuLight supercomputer to verify its effectiveness and performance.
| 源语言 | 英语 |
|---|---|
| 文章编号 | 8827916 |
| 页(从-至) | 128555-128569 |
| 页数 | 15 |
| 期刊 | IEEE Access |
| 卷 | 7 |
| DOI | |
| 出版状态 | 已出版 - 2019 |
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