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Author:

Liu, M. (Liu, M..) | Xiao, F. (Xiao, F..) | Wang, R. (Wang, R..) | Wan, P. (Wan, P..) | Chen, Z. (Chen, Z..) | Li, D. (Li, D..) | Shen, C. (Shen, C..)

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Scopus

Abstract:

In Simultaneous Localization and Mapping (SLAM), the Oriented FAST and Rotated BRIEF (ORB) algorithm is key for feature detection and description, but its computational demands, particularly in arctangent angle computation, hinder real-time use on embedded systems. To solve this, we introduce PttAcc, a hardware accelerator using pipeline architecture and the Taylor expansion fitting algorithm. Our simulations show PttAcc significantly accelerates arctangent computation while maintaining accuracy, reducing total area by 82.56% and power consumption by 63.49% compared to Coordinate Rotation Digital Computer (CORDIC) components. It achieves a performance acceleration ratio of 15.8 and speeds up descriptor tasks by up to 4.3 times. © 2009-2012 IEEE.

Keyword:

accuracy evaluation ORB-SLAM descriptor duty arctangent angle acceleration

Author Community:

  • [ 1 ] [Liu M.]Beijing University of Technology, School of Microelectronics, Faculty of Information Technology, China
  • [ 2 ] [Xiao F.]Beijing University of Technology, School of Microelectronics, Faculty of Information Technology, China
  • [ 3 ] [Wang R.]Beijing University of Technology, School of Microelectronics, Faculty of Information Technology, China
  • [ 4 ] [Wan P.]Beijing University of Technology, School of Microelectronics, Faculty of Information Technology, China
  • [ 5 ] [Chen Z.]Beijing University of Technology, School of Microelectronics, Faculty of Information Technology, China
  • [ 6 ] [Li D.]Beijing Smartchip Microelectronics Technology Co., Ltd, China
  • [ 7 ] [Shen C.]Beijing Smartchip Microelectronics Technology Co., Ltd, China

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Source :

IEEE Embedded Systems Letters

ISSN: 1943-0663

Year: 2024

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ESI Highly Cited Papers on the List: 0 Unfold All

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Chinese Cited Count:

30 Days PV: 13

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