Generalized Fuzzy C-Means for Image Segmentation Based on Adaptive Weighted Image Patch

Zhanlong Zhu; Jianbin Dong; Mingliang Li; Yibo Zheng; Yuan Wang

doi:10.3788/LOP57.241006

[1] Manikandan S, Ramar K, Iruthayarajan M W et al. Multilevel thresholding for segmentation of medical brain images using real coded genetic algorithm[J]. Measurement, 47, 558-568(2014). http://www.sciencedirect.com/science/article/pii/S0263224113004697

[2] Nie F Y, Li J Q, Zhang P F et al. A threshold selection method for image segmentation based on Tsallis relative entropy[J]. Laser & Optoelectronics Progress, 54, 071002(2017).

[3] Ahmed M N, Yamany S M, Mohamed N et al. A modified fuzzy c-means algorithm for bias field estimation and segmentation of MRI data[J]. IEEE Transactions on Medical Imaging, 21, 193-199(2002). http://ieeexplore.ieee.org/document/996338/citations

[4] Chen S C, Zhang D Q. Robust image segmentation using FCM with spatial constraints based on new kernel-induced distance measure[J]. IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics, 34, 1907-1916(2004).

[5] Jia H, Zheng C J, Li C B et al. Retinal blood vessel segmentation based on fuzzy C-means clustering according to the local line structural constraints[J]. Acta Optica Sinica, 40, 0910001(2020).

[6] Guo F F, Wang X X, Shen J. Adaptive fuzzy c-means algorithm based on local noise detecting for image segmentation[J]. Iet Image Processing, 10, 272-279(2016).

[7] Huang H, Jin Y Y, Li Z Y et al. Fluorescent microsphere segmentation and classification based on watershed and semi-supervised minor reconstruction error[J]. Chinese Journal of Lasers, 45, 0307013(2018).

[8] Bezdek J C. A convergence theorem for the fuzzy ISODATA clustering algorithms[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2, 1-8(1980).

[9] Szilagyi L, Benyo Z, Szilagyi S M et al. MR brain image segmentation using an enhanced fuzzy C-means algorithm[C]//Proceedings of the 25th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE Cat. No., 724-726(2003).

[10] Cai W L, Chen S C, Zhang D Q. Fast and robust fuzzy c-means clustering algorithms incorporating local information for image segmentation[J]. Pattern Recognition, 40, 825-838(2007).

[11] Zhu Z L, Wang J F. Image segmentation based on adaptive fuzzy C-means and post processing correction[J]. Laser & Optoelectronics Progress, 55, 011004(2018).

[12] Krinidis S, Chatzis V. A robust fuzzy local information C-means clustering algorithm[J]. IEEE Transactions on Image Processing, 19, 1328-1337(2010).

[13] Zhang H, Wang Q M, Shi W Z et al. A novel adaptive fuzzy local information-means clustering algorithm for remotely sensed imagery classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 55, 5057-5068(2017). http://ieeexplore.ieee.org/abstract/document/7934118/

[14] Gong M G, Liang Y, Shi J et al. Fuzzy C-means clustering with local information and kernel metric for image segmentation[J]. IEEE Transactions on Image Processing, 22, 573-584(2013).

[15] Zhu L, Chung F L, Wang S T. Generalized fuzzy C-means clustering algorithm with improved fuzzy partitions[J]. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 39, 578-591(2009).

[16] Zhao F, Jiao L C. Spatial improved fuzzy c-means clustering for image segmentation[C]//Proceedings of 2011 International Conference on Electronic & Mechanical Engineering and Information Technology. August 12-14, 2, 4791-4794(2011).

[17] Zhao F, Jiao L C, Liu H Q. Kernel generalized fuzzy c-means clustering with spatial information for image segmentation[J]. Digital Signal Processing, 23, 184-199(2013).

[18] Liu Y L, Wang J, Chen X et al. A robust and fast non-local means algorithm for image denoising[J]. Journal of Computer Science and Technology, 23, 270-279(2008).

[19] Ji Z X, Xia Y, Chen Q et al. Fuzzy c-means clustering with weighted image patch for image segmentation[J]. Applied Soft Computing, 12, 1659-1667(2012).

[20] Lu H Q, Ge H W. Adaptive gray-weighted robust fuzzy C-means algorithm for image segmentation[J]. CAAI Transactions on Intelligent Systems, 13, 584-593(2018).