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Carte Clustering Techniques for Image Segmentation Fasahat Ullah Siddiqui

Clustering Techniques for Image Segmentation

Autor: Fasahat Ullah Siddiqui, Abid Yahya
Limbă: engleză
Legare: Carte broșată
Editura: Springer, Berlin
Disponibilitate: În depozitul extern
Expediem în 8-11 zile
480.10 lei
This book presents the workings of major clustering techniques along with their advantages and short...

Informații despre carte

Autor
Fasahat Ullah Siddiqui, Abid Yahya
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2022
Pagini
108
EAN
9783030812324
Enbook ID
41900705
Editura
Springer, Berlin
Greutate
230
Dimensiuni
155 x 235 x 7

Descriere completă

This book presents the workings of major clustering techniques along with their advantages and shortcomings. After introducing the topic, the authors illustrate their modified version that avoids those shortcomings. The book then introduces four modified clustering techniques, namely the Optimized K-Means (OKM), Enhanced Moving K-Means-1(EMKM-1), Enhanced Moving K-Means-2(EMKM-2), and Outlier Rejection Fuzzy C-Means (ORFCM). The authors show how the OKM technique can differentiate the empty and zero variance cluster, and the data assignment procedure of the K-mean clustering technique is redesigned. They then show how the EMKM-1 and EMKM-2 techniques reform the data-transferring concept of the Adaptive Moving K-Means (AMKM) to avoid the centroid trapping problem. And that the ORFCM technique uses the adaptable membership function to moderate the outlier effects on the Fuzzy C-meaning clustering technique. This book also covers the working steps and codings of quantitative analysis methods. The results highlight that the modified clustering techniques generate more homogenous regions in an image with better shape and sharp edge preservation.Showcases major clustering techniques, detailing their advantages and shortcomings;Includes several methods for evaluating the performance of segmentation techniques;Presents several applications including medical diagnosis systems, satellite imaging systems, and biometric systems.

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