Superpixel segmentation - Open Access .click

IEEE Transactions on Image Processing, 2023
Superpixel is the over-segmentation region of an image, whose basic units “pixels” have similar properties. Although many popular seeds-based algorithms have been proposed to improve the segmentation quality of superpixels, they still suffer from the ...
Pei Zhou, Xuejing Kang, Anlong Ming
semanticscholar +3 more sources

Variational Fuzzy Superpixel Segmentation

IEEE Transactions on Fuzzy Systems, 2022
This article presents a novel variational model based on fuzzy clustering and total variation regularization for superpixel segmentation. Compared with the classical hard-labeled methodologies, our approach gives soft results via the fuzzy membership ...
Tsz-Ching Ng, Siu-Kai Choy
semanticscholar +2 more sources

Hierarchical Superpixel Segmentation by Parallel CRTrees Labeling

IEEE Transactions on Image Processing, 2022
This paper proposes a hierarchical superpixel segmentation by representing an image as a hierarchy of 1-nearest neighbor (1-NN) graphs with pixels/superpixels denoting the graph vertices.
Tingman Yan, Xiaolin Huang, Qunfei Zhao
semanticscholar +3 more sources

SSMamba: Superpixel Segmentation With Mamba

IEEE Signal Processing Letters
Deep convolutional networks have achieved remarkable success in superpixel segmentation. However, they only focus on local features ignoring global attributes. The visual Mamba demonstrates an exceptional capability to capture long-range dependencies and
Xiaohong Jia +4 more
semanticscholar +2 more sources

computer science
environmental science
engineering

superpixel
medicine
image segmentation

synthetic aperture radar sar
semantic segmentation
superpixels