A pre-check operator for reducing algorithmic optimisation time in image processing applications

ENTERPRISE INFORMATION SYSTEMS(2022)

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摘要
In image processing applications, we face the challenges of substantial computational requirements for calculating the objective function and requires considerably long optimisation time. In this paper, an operator named the pre-check operator (PCO) was proposed to reduce the whole optimization time. By integrating PCO with a standard genetic algorithm with elitist strategy (EGA), a new framework of pre-check genetic algorithm (PGA) was developed and compared with EGA based on a set of 10 benchmark instances with a known optimal solution. It was observed that PCO outperforms the results obtained using EGA.
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关键词
Pre-check operator, optimisation, genetic algorithm, elitist strategy, image processing applications
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