Kromozom görüntülerinde belirgin bölgelerin tespit edilmesine ve seyrek gösterime dayali süper-çözünürlük yaklaşimi

Translated title of the contribution: Salient region detection and sparse representation based super-resolution approach for chromosome images

Omer Berk, Abdulkerim Capar, Behcet Ugur Toreyin

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

Nowadays, there has been an increasing interest in using sparse representations for image processing especially super-resolution. This research presents a new approach to sparsity-based image super-resolution in chromosome image, based on sparse signal representation. Research on image statistics suggests that image patches can be well-represented as a sparse linear combination of elements from an appropriately chosen dictionary. Used by this observation, we seek a sparse representation for each patch of the low-resolution input, and then use to generate the high-resolution output. Using Yang's super-resolution method, Bicubic Interpolation method's results are better than super-resolution method's results in chromosome images. Our proposed method's, successful results were obtained by using Toboggan Filter is providing to extract image regions and learning dictionary from divided patches appropriate size.

Translated title of the contributionSalient region detection and sparse representation based super-resolution approach for chromosome images
Original languageTurkish
Title of host publication26th IEEE Signal Processing and Communications Applications Conference, SIU 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1-4
Number of pages4
ISBN (Electronic)9781538615010
DOIs
Publication statusPublished - 5 Jul 2018
Event26th IEEE Signal Processing and Communications Applications Conference, SIU 2018 - Izmir, Turkey
Duration: 2 May 20185 May 2018

Publication series

Name26th IEEE Signal Processing and Communications Applications Conference, SIU 2018

Conference

Conference26th IEEE Signal Processing and Communications Applications Conference, SIU 2018
Country/TerritoryTurkey
CityIzmir
Period2/05/185/05/18

Bibliographical note

Publisher Copyright:
© 2018 IEEE.

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