Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction
High dimensionality and multi-feature combinations can have negative effect on visual concept classification. In our research, we formulated a new compacted form which is Compacted Dither Pattern Code (CDPC) as a chromatic syntactic feature for visual feature extraction. The effectiveness of CDPC wi...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Published: |
Springer
2011
|
| Subjects: |
| _version_ | 1825718614494281728 |
|---|---|
| author | Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza |
| author_facet | Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza |
| author_sort | Ranathunga, L. |
| collection | UM |
| description | High dimensionality and multi-feature combinations can have negative effect on visual concept classification. In our research, we formulated a new compacted form which is Compacted Dither Pattern Code (CDPC) as a chromatic syntactic feature for visual feature extraction. The effectiveness of CDPC with Bhattacharyya classifier for irregular shapes based visual concepts depiction is reported in this paper. The proposed technique can reduce feature space and computational complexity while maintaining visual data mining and retrieval accuracy in high standard. Our system was empowered with Bhattacharyya classifier which has improved efficiency by considering one numeric value which is the Bhattacharyya coefficient. Experiments were conducted on various combinations and compared with different visual descriptors and classifiers. The first experiment illustrates the comparison of the CDPC based results with well known feature space reduction classes. The second and third experiments demonstrate the effectiveness of our approach with multiple perspectives of performance measures including various concepts. |
| first_indexed | 2024-03-06T05:07:07Z |
| format | Article |
| id | um.eprints-2048 |
| institution | Universiti Malaya |
| last_indexed | 2024-03-06T05:07:07Z |
| publishDate | 2011 |
| publisher | Springer |
| record_format | dspace |
| spelling | um.eprints-20482019-09-24T08:07:47Z http://eprints.um.edu.my/2048/ Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza QA75 Electronic computers. Computer science High dimensionality and multi-feature combinations can have negative effect on visual concept classification. In our research, we formulated a new compacted form which is Compacted Dither Pattern Code (CDPC) as a chromatic syntactic feature for visual feature extraction. The effectiveness of CDPC with Bhattacharyya classifier for irregular shapes based visual concepts depiction is reported in this paper. The proposed technique can reduce feature space and computational complexity while maintaining visual data mining and retrieval accuracy in high standard. Our system was empowered with Bhattacharyya classifier which has improved efficiency by considering one numeric value which is the Bhattacharyya coefficient. Experiments were conducted on various combinations and compared with different visual descriptors and classifiers. The first experiment illustrates the comparison of the CDPC based results with well known feature space reduction classes. The second and third experiments demonstrate the effectiveness of our approach with multiple perspectives of performance measures including various concepts. Springer 2011-08 Article PeerReviewed Ranathunga, L. and Zainuddin, Roziati and Abdullah, Nor Aniza (2011) Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction. Multimedia Tools and Applications, 54 (2). 263-289. ISSN 1380-7501, http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=Refine&qid=12&SID=3Dmkjhipp1p8dioMiNk&page=1&doc=4 |
| spellingShingle | QA75 Electronic computers. Computer science Ranathunga, L. Zainuddin, Roziati Abdullah, Nor Aniza Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction |
| title | Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction |
| title_full | Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction |
| title_fullStr | Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction |
| title_full_unstemmed | Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction |
| title_short | Performance evaluation of the combination of Compacted Dither Pattern Codes with Bhattacharyya classifier in video visual concept depiction |
| title_sort | performance evaluation of the combination of compacted dither pattern codes with bhattacharyya classifier in video visual concept depiction |
| topic | QA75 Electronic computers. Computer science |
| work_keys_str_mv | AT ranathungal performanceevaluationofthecombinationofcompactedditherpatterncodeswithbhattacharyyaclassifierinvideovisualconceptdepiction AT zainuddinroziati performanceevaluationofthecombinationofcompactedditherpatterncodeswithbhattacharyyaclassifierinvideovisualconceptdepiction AT abdullahnoraniza performanceevaluationofthecombinationofcompactedditherpatterncodeswithbhattacharyyaclassifierinvideovisualconceptdepiction |