2010年10月3日 星期日

嵌入式電腦視覺(Embedded Computer Vision)研究現況

蒐集了約3年的資料,大約將嵌入式電腦視覺(Embedded Computer Vision, ECV)的研究現況整理的差不多了,因此先將現有的資料條列如後。

嵌入式電腦視覺,也可以簡稱為嵌入式視覺(Embedded Vision),是一個剛開始發展的研究領域,是將電腦視視覺(Computer Vision)與嵌入式系統(Embedded System)結合的研究領域,因此是一個挑戰性很高的研究方向。

我在嵌入式視覺的研究是近幾年才剛開始,我認為此研究將會日益蓬勃發展,因此我蒐集的也還不完整。

此外,目前主要以DSP, CPU與FPGA為主,尚未將手邊的Mobile Vision(Computer Vision by Smart Phone)、CellBE與GPGPU等納入,因此還有待繼續整理蒐集。此外,也暫不考慮Camera Networks與Distributed Computer Vision。

日後有機會,將嘗試建立Wiki,以利逐步增修。

A. Special Issues in Journal
1. Special Issue on Embedded Vision, Computer Vision and Image Understanding, vol. 114, no.11, 2010.
2. Special Issue on Embedded Vision System, EURASIP Journal on Embedded Systems, Vol. 2007, 2007.
3. Special Issue on FPGAs: Case Studies in Computer Vision and Image Processing, Microprocessors and Microsystems, vol. 29, no.8-9, 2005.

B. Conferences:
1. IEEE Workshop on Embedded Computer Vision (ECVW),
      2007(3rd), 2008(4th), 2009(5th), 2010(6th), 2011(7th)

2. ACM/IEEE Int. Conf. on Distributed Smart Cameras (ICDSC)
3. Short courses in conferences
      (i)   CVPR07&08: Distributed vision processing in smart camera networks
w      (ii)  ESC07: Embedded CV and smart cameras
 w      (iii) ICASSP09: Distributed processing in smart cameras
C. Books
1. Smart cameras, Ahmed Nabil Belbachir (Ed.), 2009, ISBN: 978-1-4419-0952-7

2. Embedded Computer Vision,  Springer, 2008.


D. Thesis/PhD Dissertation
1. Visual Surveillance on DSP-based Embedded Platforms, by Clemens Arth, Graz University of Technology, Austria, 2008.
2. The Role of Groups in Smart Camera Networks, by Jacky Mallet, MIT, 2006.
3. Processor Architecture Design for Smart Cameras, by Hamed Fatemi, 2007.
4. A Novel Software Framework for Multi-Processor Embedded Smart Cameras, Andreas Doblander, Graz University of Technology, 2006.

E. Research Groups
(TBU)



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