Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application
Fuzzy-based clustering algorithm is becoming popular in image processing, especially in image segmentation. Based on the degree of the membership function, each pixel can be grouped into “natural group� of pixels according to the spatial coordinate using their values. In this work we present fea...
| Main Authors: | , |
|---|---|
| Other Authors: | |
| Format: | Book Section |
| Language: | English |
| Published: |
IEEE
2004
|
| Subjects: | |
| Online Access: | http://eprints.utm.my/9810/1/MohamadNansahMaliki2004_features_extraction_based_on_fuzzy_clustering.pdf |
| _version_ | 1796854584655740928 |
|---|---|
| author | Maliki, Mohamad Nansah Abu Bakar Al-Attas, Syed Abdul Rahman |
| author2 | Banissi, E. |
| author_facet | Banissi, E. Maliki, Mohamad Nansah Abu Bakar Al-Attas, Syed Abdul Rahman |
| author_sort | Maliki, Mohamad Nansah |
| collection | ePrints |
| description | Fuzzy-based clustering algorithm is becoming popular in image processing, especially in image segmentation. Based on the degree of the membership function, each pixel can be grouped into “natural group� of pixels according to the spatial coordinate using their values. In this work we present features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application. Instead of using blob analysis, we believe that fuzzy based clustering algorithm, can also be used to generate different clusters. Incorporating the motion-based segmentation the complexity of the fuzzy clustering will also be reduced because only the motion region will be processed to the clustering algorithm. |
| first_indexed | 2024-03-05T18:16:15Z |
| format | Book Section |
| id | utm.eprints-9810 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T18:16:15Z |
| publishDate | 2004 |
| publisher | IEEE |
| record_format | dspace |
| spelling | utm.eprints-98102011-03-07T09:07:01Z http://eprints.utm.my/9810/ Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application Maliki, Mohamad Nansah Abu Bakar Al-Attas, Syed Abdul Rahman QA75 Electronic computers. Computer science QA Mathematics TR Photography Fuzzy-based clustering algorithm is becoming popular in image processing, especially in image segmentation. Based on the degree of the membership function, each pixel can be grouped into “natural group� of pixels according to the spatial coordinate using their values. In this work we present features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application. Instead of using blob analysis, we believe that fuzzy based clustering algorithm, can also be used to generate different clusters. Incorporating the motion-based segmentation the complexity of the fuzzy clustering will also be reduced because only the motion region will be processed to the clustering algorithm. IEEE Banissi, E. Piah, A.R.M. Sarfraz, M. 2004-07-26 Book Section PeerReviewed application/pdf en http://eprints.utm.my/9810/1/MohamadNansahMaliki2004_features_extraction_based_on_fuzzy_clustering.pdf Maliki, Mohamad Nansah and Abu Bakar Al-Attas, Syed Abdul Rahman (2004) Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application. In: Proceedings - International Conference on Computer Graphics, Imaging and Visuualization, CGIV 2004. IEEE, USA, pp. 70-75. ISBN 978-076952178-7 http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=01323964 10.1109/CGIV.2004.1323964 |
| spellingShingle | QA75 Electronic computers. Computer science QA Mathematics TR Photography Maliki, Mohamad Nansah Abu Bakar Al-Attas, Syed Abdul Rahman Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| title | Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| title_full | Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| title_fullStr | Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| title_full_unstemmed | Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| title_short | Features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| title_sort | features extraction based on fuzzy clustering and segmentation onto the motion region for medium field surveillance application |
| topic | QA75 Electronic computers. Computer science QA Mathematics TR Photography |
| url | http://eprints.utm.my/9810/1/MohamadNansahMaliki2004_features_extraction_based_on_fuzzy_clustering.pdf |
| work_keys_str_mv | AT malikimohamadnansah featuresextractionbasedonfuzzyclusteringandsegmentationontothemotionregionformediumfieldsurveillanceapplication AT abubakaralattassyedabdulrahman featuresextractionbasedonfuzzyclusteringandsegmentationontothemotionregionformediumfieldsurveillanceapplication |