New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure
This paper presents a method for detection of salient objects from images. The proposed algorithms for image segmentation and objects detection use a hexagonal representation of the image pixels and a hypergraph structure to process this hierarchal structure. The main goal of the method is to obta...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Stefan cel Mare University of Suceava
2011-11-01
|
| Series: | Advances in Electrical and Computer Engineering |
| Subjects: | |
| Online Access: | http://dx.doi.org/10.4316/AECE.2011.04018 |
| _version_ | 1819118302932238336 |
|---|---|
| author | BREZOVAN, M. BURDESCU, D. D. GANEA, E. |
| author_facet | BREZOVAN, M. BURDESCU, D. D. GANEA, E. |
| author_sort | BREZOVAN, M. |
| collection | DOAJ |
| description | This paper presents a method for detection of salient objects from images. The proposed algorithms for image segmentation and objects detection use a hexagonal representation of the image pixels and a hypergraph structure to process this hierarchal structure. The main goal of the method is to obtain salient regions, which may be associated with semantic labels. The designed algorithms use color characteristic and syntactic features for image segmentation. The object-oriented model used for storing the results of the segmentation and detection allows directly annotation of regions without a processing of these. The experiments showed that the presented method is robust and accurate comparing with others public methods used for salient objects detection. |
| first_indexed | 2024-12-22T05:46:43Z |
| format | Article |
| id | doaj.art-1371159e83f44c3c9d979de00dded8e5 |
| institution | Directory Open Access Journal |
| issn | 1582-7445 1844-7600 |
| language | English |
| last_indexed | 2024-12-22T05:46:43Z |
| publishDate | 2011-11-01 |
| publisher | Stefan cel Mare University of Suceava |
| record_format | Article |
| series | Advances in Electrical and Computer Engineering |
| spelling | doaj.art-1371159e83f44c3c9d979de00dded8e52022-12-21T18:37:00ZengStefan cel Mare University of SuceavaAdvances in Electrical and Computer Engineering1582-74451844-76002011-11-0111411111610.4316/AECE.2011.04018New Method to Detect Salient Objects in Image Segmentation using Hypergraph StructureBREZOVAN, M.BURDESCU, D. D.GANEA, E.This paper presents a method for detection of salient objects from images. The proposed algorithms for image segmentation and objects detection use a hexagonal representation of the image pixels and a hypergraph structure to process this hierarchal structure. The main goal of the method is to obtain salient regions, which may be associated with semantic labels. The designed algorithms use color characteristic and syntactic features for image segmentation. The object-oriented model used for storing the results of the segmentation and detection allows directly annotation of regions without a processing of these. The experiments showed that the presented method is robust and accurate comparing with others public methods used for salient objects detection.http://dx.doi.org/10.4316/AECE.2011.04018feature extractionimage processingimage segmentationhypergraph data structuresobject detection |
| spellingShingle | BREZOVAN, M. BURDESCU, D. D. GANEA, E. New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure Advances in Electrical and Computer Engineering feature extraction image processing image segmentation hypergraph data structures object detection |
| title | New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure |
| title_full | New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure |
| title_fullStr | New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure |
| title_full_unstemmed | New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure |
| title_short | New Method to Detect Salient Objects in Image Segmentation using Hypergraph Structure |
| title_sort | new method to detect salient objects in image segmentation using hypergraph structure |
| topic | feature extraction image processing image segmentation hypergraph data structures object detection |
| url | http://dx.doi.org/10.4316/AECE.2011.04018 |
| work_keys_str_mv | AT brezovanm newmethodtodetectsalientobjectsinimagesegmentationusinghypergraphstructure AT burdescudd newmethodtodetectsalientobjectsinimagesegmentationusinghypergraphstructure AT ganeae newmethodtodetectsalientobjectsinimagesegmentationusinghypergraphstructure |