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.
منابع مشابه
Iterative solution of fuzzy linear systems
Linear systems have important applications to many branches of science and engineering. In many applications, at least some of the parameters of the system are represented by fuzzy rather than crisp numbers. So it is immensely important to develop numerical procedures that would appropriately treat general fuzzy linear systems (will be denoted by FLS) and solve them. In this paper firstly a gen...
متن کاملOPTIMIZATION OF FUZZY CLUSTERING CRITERIA BY A HYBRID PSO AND FUZZY C-MEANS CLUSTERING ALGORITHM
This paper presents an efficient hybrid method, namely fuzzy particleswarm optimization (FPSO) and fuzzy c-means (FCM) algorithms, to solve the fuzzyclustering problem, especially for large sizes. When the problem becomes large, theFCM algorithm may result in uneven distribution of data, making it difficult to findan optimal solution in reasonable amount of time. The PSO algorithm does find ago...
متن کاملIterative learning fuzzy control
In this paper an iterative learning control design method is depicted, leading to a feedforward controller minimizing tracking error of repetitive trajectories. The approach is extended to the case of a fuzzy controller, where the plant inverse is approximated by a fuzzy system. This provides some extra features, being also suitable to be applied to nonlinear plants. A simple application illust...
متن کاملFUZZY INCLUSION LINEAR SYSTEMS
In this manuscript, we introduce a new class of fuzzy problems, namely ``fuzzy inclusion linear systems" and propose a fuzzy solution set for it. Then, we present a theoretical discussion about the relationship between the fuzzy solution set of a fuzzy inclusion linear system and the algebraic solution of a fuzzy linear system. New necessary and sufficient conditions are derived for obtain...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
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