Cargando…

Optimization of fuzzy c-means (FCM) clustering in cytology image segmentation using the gray wolf algorithm

BACKGROUND: Image segmentation is considered an important step in image processing. Fuzzy c-means clustering is one of the common methods of image segmentation. However, this method suffers from drawbacks, such as sensitivity to initial values, entrapment in local optima, and the inability to distin...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mohammdian-khoshnoud, Maryam, Soltanian, Ali Reza, Dehghan, Arash, Farhadian, Maryam
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2022
Materias:	Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8848831/ https://www.ncbi.nlm.nih.gov/pubmed/35168562 http://dx.doi.org/10.1186/s12860-022-00408-7

Ejemplares similares

Magnetic Resonance Features of Acquired Immune Deficiency Syndrome Involving Central Nervous System Diseases by Intelligent Fuzzy C-Means Clustering (FCM) Algorithm
por: Huang, Gang, et al.
Publicado: (2022)

Hybrid Fuzzy Clustering Method Based on FCM and Enhanced Logarithmical PSO (ELPSO)
por: Zhang, Jian, et al.
Publicado: (2020)

An Improved FCM Medical Image Segmentation Algorithm Based on MMTD
por: Zhou, Ningning, et al.
Publicado: (2014)

Logo Detection Based on FCM Clustering Algorithm and Texture Features
por: Zaaboub, Wala, et al.
Publicado: (2020)

Nucleus segmentation of cervical cytology images based on multi-scale fuzzy clustering algorithm
por: Huang, Jinjie, et al.
Publicado: (2020)

Fully automated tissue segmentation of the prescription isodose region delineated through the Gamma knife plan for cerebral arteriovenous malformation (AVM) using fuzzy C-means (FCM) clustering
por: Peng, Syu-Jyun, et al.
Publicado: (2018)

The Comparison of Clustering Algorithms K-Means and Fuzzy C-Means for Segmentation Retinal Blood Vessels
por: Wiharto, Wiharto, et al.
Publicado: (2020)

Performance evaluation of spatial fuzzy C-means clustering algorithm on GPU for image segmentation
por: Ali, Noureddine Ait, et al.
Publicado: (2022)

Localized FCM Clustering with Spatial Information for Medical Image Segmentation and Bias Field Estimation
por: Cui, Wenchao, et al.
Publicado: (2013)

An Automatic Image Inpainting Algorithm Based on FCM
por: Liu, Jiansheng, et al.
Publicado: (2014)

Algorithms for fuzzy clustering: methods in c-means clustering with applications
por: Miyamoto, Sadaaki, et al.
Publicado: (2008)

Why Modelling the COVID-19 pandemic using Fuzzy Cognitive Maps (FCM)?
por: Groumpos, Peter P.
Publicado: (2021)

An Efficient Segmentation and Classification System in Medical Images Using Intuitionist Possibilistic Fuzzy C-Mean Clustering and Fuzzy SVM Algorithm
por: Chowdhary, Chiranji Lal, et al.
Publicado: (2020)

A Modified Mean Gray Wolf Optimization Approach for Benchmark and Biomedical Problems
por: Singh, Narinder, et al.
Publicado: (2017)

The Bent-Tube Nozzle Optimization of Force-Spinning With the Gray Wolf Algorithm
por: Liu, Kang, et al.
Publicado: (2021)

A Hybrid Method for Image Segmentation Based on Artificial Fish Swarm Algorithm and Fuzzy c-Means Clustering
por: Ma, Li, et al.
Publicado: (2015)

Gray Wolf, the life of Kemal Ataturk
por: Armstrong, Harold Courtnay, 1891-1943
Publicado: (1961)

Path Planning with Time Windows for Multiple UAVs Based on Gray Wolf Algorithm
por: Zhang, Changchun, et al.
Publicado: (2022)

Segmentation and Classification of Encephalon Tumor by Applying Improved Fast and Robust FCM Algorithm with PSO-Based ELM Technique
por: Mohapatra, Srikanta Kumar, et al.
Publicado: (2022)

Fuzzy-C-Means Clustering Based Segmentation and CNN-Classification for Accurate Segmentation of Lung Nodules
por: K, Jalal Deen, et al.
Publicado: (2017)

COVID-19 ground-glass opacity segmentation based on fuzzy c-means clustering and improved random walk algorithm
por: Wang, Guowei, et al.
Publicado: (2023)

FCM Clustering on Interaction Pattern Analysis of Chinese Language Learner Behavior
por: Yang, Zhenzhen
Publicado: (2022)

Segmentation of CT Lung Images Using FCM with Active Contour and CNN Classifier
por: M, Malathi, et al.
Publicado: (2022)

An Improved Fuzzy c-Means Clustering Algorithm Based on Shadowed Sets and PSO
por: Zhang, Jian, et al.
Publicado: (2014)

A Pupil Segmentation Algorithm Based on Fuzzy Clustering of Distributed Information
por: Bai, Kemeng, et al.
Publicado: (2021)

A Novel Brain MRI Image Segmentation Method Using an Improved Multi-View Fuzzy c-Means Clustering Algorithm
por: Hua, Lei, et al.
Publicado: (2021)

Spatial [Formula: see text]-Trimmed Fuzzy C-Means Algorithm to Image Segmentation
por: Vela-Rincón, Virna V., et al.
Publicado: (2020)

The Performance Evaluation of The Random Forest Algorithm for A Gene Selection in Identifying Genes Associated with Resectable Pancreatic Cancer in Microarray Dataset: A Retrospective Study
por: Rabiei, Niloofar, et al.
Publicado: (2023)

Data Collection Strategy Based on OSELM and Gray Wolf Optimization Algorithm for Wireless Sensor Networks
por: Bai, Yang, et al.
Publicado: (2022)

Computerized Segmentation and Characterization of Breast Lesions in Dynamic Contrast-Enhanced MR Images Using Fuzzy c-Means Clustering and Snake Algorithm
por: Pang, Yachun, et al.
Publicado: (2012)

A Self-Adaptive Fuzzy c-Means Algorithm for Determining the Optimal Number of Clusters
por: Ren, Min, et al.
Publicado: (2016)

Differential privacy fuzzy C-means clustering algorithm based on gaussian kernel function
por: Zhang, Yaling, et al.
Publicado: (2021)

A Wavelet Relational Fuzzy C-Means Algorithm for 2D Gel Image Segmentation
por: Rashwan, Shaheera, et al.
Publicado: (2013)

Semiautomatic Epicardial Fat Segmentation Based on Fuzzy c-Means Clustering and Geometric Ellipse Fitting
por: Zlokolica, Vladimir, et al.
Publicado: (2017)

Classification of Horse Gaits Using FCM-Based Neuro-Fuzzy Classifier from the Transformed Data Information of Inertial Sensor
por: Lee, Jae-Neung, et al.
Publicado: (2016)

GWLBC: Gray Wolf Optimization Based Load Balanced Clustering for Sustainable WSNs in Smart City Environment
por: Singh, Surjit, et al.
Publicado: (2022)

Efficient Fuzzy C-Means Architecture for Image Segmentation
por: Li, Hui-Ya, et al.
Publicado: (2011)

Segmentation of Brain MRI Using SOM-FCM-Based Method and 3D Statistical Descriptors
por: Ortiz, Andrés, et al.
Publicado: (2013)

Research on a Pulmonary Nodule Segmentation Method Combining Fast Self-Adaptive FCM and Classification
por: Liu, Hui, et al.
Publicado: (2015)

Photovoltaic Array Fault Diagnosis Based on Gaussian Kernel Fuzzy C-Means Clustering Algorithm
por: Liu, Shengyang, et al.
Publicado: (2019)

Cannot write session to /tmp/vufind_sessions/sess_tbcbrma3bpabgnu3q5tq2k0h4t