Differential Evolutionary Superpixel Segmentation - 2018


Superpixel segmentation has been of skyrocketing importance in several computer vision applications recently. To handle the problem, most state-of-the-art algorithms either adopt a local color variance model or a native optimization algorithm. This Project develops a brand new approach, named differential evolutionary superpixels, that is in a position to optimize the worldwide properties of segmentation by suggests that of a world optimizer. We style a comprehensive objective operate aggregating at intervals-superpixel error, boundary gradient, and a regularization term. Minimizing the within-superpixel error enforces the homogeneity of superpixels. Additionally, the introduction of boundary gradient drives the superpixel boundaries to capture the natural image boundaries, so as to form each superpixel overlaps with a single object. The regularizer any encourages manufacturing similarly sized superpixels that are friendly to human vision. The optimization is then accomplished by a strong global optimizer-differential evolution. The algorithm constantly evolves the superpixels by mimicking the process of natural evolution, whereas employing a linear complexity to the image size. Experimental results and comparisons with eleven state-of-the-art peer algorithms verify the promising performance of our algorithm.

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