A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method
Image forgery is the alteration of a digital image to hide some of the important and useful information. Copy-move forgery (CMF) is one of the most difficult to detect because the copied part of the image has the same characteristics as the original image. Most of the existing datasets only highligh...
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| Format: | Conference or Workshop Item |
| Language: | English English |
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Institute of Electrical and Electronics Engineers Inc.
2023
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| Online Access: | http://umpir.ump.edu.my/id/eprint/40337/ http://umpir.ump.edu.my/id/eprint/40337/1/A%20comparative%20analysis%20on%20three%20duplication%20elements.pdf http://umpir.ump.edu.my/id/eprint/40337/2/A%20comparative%20analysis%20on%20three%20duplication%20elements%20in%20copy-move%20forgery%20using%20patchmatch-based%20detection%20method_ABS.pdf |
| _version_ | 1848826020936810496 |
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| author | Nur Izzati, Nor Azaimi Nor Bakiah, Abd Warif Nor Syahidatul Nadiah, Ismail |
| author_facet | Nur Izzati, Nor Azaimi Nor Bakiah, Abd Warif Nor Syahidatul Nadiah, Ismail |
| author_sort | Nur Izzati, Nor Azaimi |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | Image forgery is the alteration of a digital image to hide some of the important and useful information. Copy-move forgery (CMF) is one of the most difficult to detect because the copied part of the image has the same characteristics as the original image. Most of the existing datasets only highlight additional attacks in the copied part. Since there are no categories of duplication elements in the datasets, this research analyzed three categories of duplication elements in CMF which are animals, food and non-living things using DEFACTO and CoMo3Dataset. The analysis is performed on PatchMatch-based detection method and the results show that the method able to maintain at least 83% for all duplication elements in both DEFACTO and CoMo3Dataset. Furthermore, the method is able to detect a minimum 92% score for the food category in both datasets. |
| first_indexed | 2025-11-15T03:38:11Z |
| format | Conference or Workshop Item |
| id | ump-40337 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T03:38:11Z |
| publishDate | 2023 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-403372024-04-16T04:12:05Z http://umpir.ump.edu.my/id/eprint/40337/ A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method Nur Izzati, Nor Azaimi Nor Bakiah, Abd Warif Nor Syahidatul Nadiah, Ismail QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) Image forgery is the alteration of a digital image to hide some of the important and useful information. Copy-move forgery (CMF) is one of the most difficult to detect because the copied part of the image has the same characteristics as the original image. Most of the existing datasets only highlight additional attacks in the copied part. Since there are no categories of duplication elements in the datasets, this research analyzed three categories of duplication elements in CMF which are animals, food and non-living things using DEFACTO and CoMo3Dataset. The analysis is performed on PatchMatch-based detection method and the results show that the method able to maintain at least 83% for all duplication elements in both DEFACTO and CoMo3Dataset. Furthermore, the method is able to detect a minimum 92% score for the food category in both datasets. Institute of Electrical and Electronics Engineers Inc. 2023 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/40337/1/A%20comparative%20analysis%20on%20three%20duplication%20elements.pdf pdf en http://umpir.ump.edu.my/id/eprint/40337/2/A%20comparative%20analysis%20on%20three%20duplication%20elements%20in%20copy-move%20forgery%20using%20patchmatch-based%20detection%20method_ABS.pdf Nur Izzati, Nor Azaimi and Nor Bakiah, Abd Warif and Nor Syahidatul Nadiah, Ismail (2023) A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method. In: 8th International Conference on Software Engineering and Computer Systems, ICSECS 2023 , 25-27 August 2023 , Penang. pp. 357-362. (192961). ISBN 979-835031093-1 (Published) https://doi.org/10.1109/ICSECS58457.2023.10256380 |
| spellingShingle | QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) Nur Izzati, Nor Azaimi Nor Bakiah, Abd Warif Nor Syahidatul Nadiah, Ismail A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| title | A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| title_full | A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| title_fullStr | A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| title_full_unstemmed | A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| title_short | A comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| title_sort | comparative analysis on three duplication elements in copy-move forgery using patchmatch-based detection method |
| topic | QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) |
| url | http://umpir.ump.edu.my/id/eprint/40337/ http://umpir.ump.edu.my/id/eprint/40337/ http://umpir.ump.edu.my/id/eprint/40337/1/A%20comparative%20analysis%20on%20three%20duplication%20elements.pdf http://umpir.ump.edu.my/id/eprint/40337/2/A%20comparative%20analysis%20on%20three%20duplication%20elements%20in%20copy-move%20forgery%20using%20patchmatch-based%20detection%20method_ABS.pdf |