Fuzzy SLIC: Fuzzy Simple Linear Iterative Clustering

نویسندگان

چکیده

Most superpixel methods are sensitive to noise and cannot control the number precisely. To solve these problems, in this article, we propose a robust method called fuzzy simple linear iterative clustering (Fuzzy SLIC), which adopts local spatial C-means dynamic superpixels. We develop fast precise algorithm onion peeling (OP) algorithm. Fuzzy SLIC is insensitive most types of noise, including Gaussian, salt pepper, multiplicative noise. The OP can accurately without reducing much computational efficiency. In validation experiments, tested compared them with state-of-the-art on BSD500 Pascal VOC2007 benchmarks. experiment results show that our outperform techniques both noise-free noisy environments.

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ژورنال

عنوان ژورنال: IEEE Transactions on Circuits and Systems for Video Technology

سال: 2021

ISSN: ['1051-8215', '1558-2205']

DOI: https://doi.org/10.1109/tcsvt.2020.3019109