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Segmentation Methods Based On Logistic Type Mixture Model by Venkata Satyanarayana Kalahasthi

Segmentation Methods Based On Logistic Type Mixture Model

by Venkata Satyanarayana Kalahasthi , Srinivasa Rao K , Srinivasa Rao P
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Book cover type: Paperback
  • ISBN13: 9786203199048
  • Binding: Paperback
  • Subject: N/A
  • Publisher: LAP Lambert Academic Publishing
  • Publisher Imprint: LAP Lambert Academic Publishing
  • Publication Date:
  • Pages: 188
  • Original Price: GBP 60.4
  • Language: English
  • Edition: N/A
  • Item Weight: 282 grams
  • BISAC Subject(s): General

This Book contributes analysis and development of image segmentation algorithms based on finite logistic type mixture models. These techniques are much useful in a variety of applications such as medical images, filming, and video, security surveillance, face recognition, gesture analysis. Image segmentation is a prerequisite for computer vision and human-computer interactions. Image segmentation is an important domain of research in computer science and allied areas due to its ready applicability in designing and developing several systems. The image segmentation is a process in which the pixels in the image are grouped such that they form a number of meaningful regions that are homogeneous within the regions, heterogeneous between the regions. Several image segmentation techniques have been developed with various considerations. A comparative study is carried with developed algorithms and with earlier existing models based on image segmentation algorithm with Gaussian mixture model. It is observed that the three-parameter logistic type mixture model with hierarchical clustering algorithm better than that of a Gaussian mixture model with K-means and two-parameter logistic type.

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