A Fine-Granularity Image Pyramid Accelerator for Embedded Processors

Chun Jen Tsai*, Chiang Yi Wang

*此作品的通信作者

研究成果: Conference contribution同行評審

2 引文 斯高帕斯(Scopus)

摘要

Image-pyramid generator is an important component for many computer vision applications. Due to the complexity of image scaling operations, embedded application processors usually generate three- or four-level image pyramids for vision applications. In this paper, we present an image pyramid accelerator for embedded processors that generates image pyramids of up to 24-levels of down-sampled resolutions for the input image. Since image pyramids are crucial for the coarse-to-fine analysis of many computer vision problems, more resolution levels in the image pyramid can improve the parameter-estimation accuracy. Furthermore, the down-sampling filters used in the proposed design is based on a long-tap Sine-windowed Sinc function filter. Therefore, it preserves more image details than other low-complexity filters such as the bilinear or the bicubic interpolation filter. The proposed circuit is verified on an FPGA development board with a Xilinx Kintex-7 device and will be made open-source. The experimental results show that the design is very promising for real-time computer vision applications.

原文English
主出版物標題Embedded Computer Systems
主出版物子標題Architectures, Modeling, and Simulation - 20th International Conference, SAMOS 2020, Proceedings
編輯Alex Orailoglu, Matthias Jung, Marc Reichenbach
發行者Springer Science and Business Media Deutschland GmbH
頁面84-95
頁數12
ISBN(列印)9783030609382
DOIs
出版狀態Published - 2020
事件20th International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation, SAMOS 2020 - Samos, 希臘
持續時間: 5 7月 20209 7月 2020

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
12471 LNCS
ISSN(列印)0302-9743
ISSN(電子)1611-3349

Conference

Conference20th International Conference on Embedded Computer Systems: Architectures, Modeling, and Simulation, SAMOS 2020
國家/地區希臘
城市Samos
期間5/07/209/07/20

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