A Geometric Algebra Co-Processor for Color Edge Detection
AbstractThis paper describes advancement in color edge detection, using a dedicated Geometric Algebra (GA) co-processor implemented on an Application Specific Integrated Circuit (ASIC). GA provides a rich set of geometric operations, giving the advantage that many signal and image processing operations become straightforward and the algorithms intuitive to design. The use of GA allows images to be represented with the three R, G, B color channels defined as a single entity, rather than separate quantities. A novel custom ASIC is proposed and fabricated that directly targets GA operations and results in significant performance improvement for color edge detection. Use of the hardware described in this paper also shows that the convolution operation with the rotor masks within GA belongs to a class of linear vector filters and can be applied to image or speech signals. The contribution of the proposed approach has been demonstrated by implementing three different types of edge detection schemes on the proposed hardware. The overall performance gains using the proposed GA Co-Processor over existing software approaches are more than 3.2× faster than GAIGEN and more than 2800× faster than GABLE. The performance of the fabricated GA co-processor is approximately an order of magnitude faster than previously published results for hardware implementations. View Full-Text
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Mishra, B.; Wilson, P.; Wilcock, R. A Geometric Algebra Co-Processor for Color Edge Detection. Electronics 2015, 4, 94-117.
Mishra B, Wilson P, Wilcock R. A Geometric Algebra Co-Processor for Color Edge Detection. Electronics. 2015; 4(1):94-117.Chicago/Turabian Style
Mishra, Biswajit; Wilson, Peter; Wilcock, Reuben. 2015. "A Geometric Algebra Co-Processor for Color Edge Detection." Electronics 4, no. 1: 94-117.