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Design of Image Processing Embedded Systems Using Multidimensional Data Flow

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With the availability of chips offering constantly increasing computational performance and functionality, design of more and more complex applications becomes possible. This is particularly true for the domain of image processing, which is characterized by huge computation efforts. Unfortunately, this evolution risks to be stopped by the fact that employed design methodologies remain on a rather low level of abstraction. The resulting design gap causes increasing development costs or even project failure and thus threatens the technical progress.

Consequently, new design methodologies are urgently required. A corresponding review about the state of the art reveals that different approaches are competing in order to solve the above-mentioned challenges. The proposed techniques range from behavioral compilers accepting standard C or Matlab code as input, over block-based design methods such as Simulink and SystemC, to data flow specifications and polyhedral analysis. Each of them offers important benefits, such as quick and easy hardware prototyping, higher levels of abstractions, and enhanced system and algorithm analysis on different levels of granularity. However, a solution combining the advantages of all these approaches is still missing. As a consequence, system level design of image processing applications still causes various challenges. Corresponding examples are the lack to handle the resulting system complexity or to cover important algorithmic properties. Equally, the synthesis of high-performance hardware implementations is still difficult.

Fortunately, recent research is able to demonstrate that multidimensional data flow seems to be a promising technique solving these drawbacks, because it combines the advantages of block-based specification, data flow-related system analysis, and polyhedral optimization on different levels of granularity. These benefits enable, for instance, the verification of the application specification on a very high level of abstraction, the calculation of required memory sizes for correct algorithm implementation considering different design tradeoffs, and the synthesis of high-performance communication infrastructures and algorithm implementations.

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