Finding the Optimal Bit-Quad Patterns for Computing the Euler Number of 2D Binary Images Using Simulated Annealing.

MCPR(2021)

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摘要
This paper presents an automatic method for obtaining formulas to calculate the Euler number in 2D binary images. This problem is addressed as a combinatorial optimization problem, where specific bit-quad patterns are optimally combined. An algorithm based on simulated annealing is devised to find optimal expressions to compute the Euler number, considering 4- and 8-connectivity. The proposed approach found the complete family of expressions using three bit-quad patterns that correctly estimate the Euler number. Besides, another 58 new expressions are found that use more than three bit-quads. Hence, the proposed method can obtain automatically explainable formulas of the Euler number, and it can be potentially extended to other image representations.
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关键词
Euler number,Bit-quad patterns,Combinatorial optimization,Simulated annealing,Explainability
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