Circular Mean Filtering For Textures Noise Reduction
In this paper, a special preprocessing operations (filter) is proposed to decrease the effects of noise of textures. This filter using average of circular neighbor points (Cmean) to reduce noise effect. Comparing this filter with other average filters such as square mean filter and square median fil...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Iran University of Science and Technology
2015-09-01
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| Series: | Iranian Journal of Electrical and Electronic Engineering |
| Subjects: | |
| Online Access: | http://ijeee.iust.ac.ir/browse.php?a_code=A-10-1486-1&slc_lang=en&sid=1 |
| _version_ | 1811221075808223232 |
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| author | M. H Shakoor F. Tajeripour |
| author_facet | M. H Shakoor F. Tajeripour |
| author_sort | M. H Shakoor |
| collection | DOAJ |
| description | In this paper, a special preprocessing operations (filter) is proposed to decrease
the effects of noise of textures. This filter using average of circular neighbor points (Cmean)
to reduce noise effect. Comparing this filter with other average filters such as square
mean filter and square median filter indicates that it provides more noise reduction and
increases the classification accuracy. After applying filter to noisy textures some Local
Binary Pattern (LBP) variants are used for feature extraction. The Implementation part for
noisy textures of Outex, UIUC and CUReT datasets shows that using proposed filter
increases the classification accuracy significantly. Furthermore, a simple and new technique
is proposed that increases the speed of c-mean filter noticeably. |
| first_indexed | 2024-04-12T07:53:21Z |
| format | Article |
| id | doaj.art-8c3ca773aec94ff6be41c49635379824 |
| institution | Directory Open Access Journal |
| issn | 1735-2827 2383-3890 |
| language | English |
| last_indexed | 2024-04-12T07:53:21Z |
| publishDate | 2015-09-01 |
| publisher | Iran University of Science and Technology |
| record_format | Article |
| series | Iranian Journal of Electrical and Electronic Engineering |
| spelling | doaj.art-8c3ca773aec94ff6be41c496353798242022-12-22T03:41:33ZengIran University of Science and TechnologyIranian Journal of Electrical and Electronic Engineering1735-28272383-38902015-09-01113195203Circular Mean Filtering For Textures Noise ReductionM. H Shakoor0F. Tajeripour1 Shiraz Univercity Shiraz Univercity In this paper, a special preprocessing operations (filter) is proposed to decrease the effects of noise of textures. This filter using average of circular neighbor points (Cmean) to reduce noise effect. Comparing this filter with other average filters such as square mean filter and square median filter indicates that it provides more noise reduction and increases the classification accuracy. After applying filter to noisy textures some Local Binary Pattern (LBP) variants are used for feature extraction. The Implementation part for noisy textures of Outex, UIUC and CUReT datasets shows that using proposed filter increases the classification accuracy significantly. Furthermore, a simple and new technique is proposed that increases the speed of c-mean filter noticeably.http://ijeee.iust.ac.ir/browse.php?a_code=A-10-1486-1&slc_lang=en&sid=1Circular Mean Filter Local Binary Pattern Noise Robust Texture Classification. |
| spellingShingle | M. H Shakoor F. Tajeripour Circular Mean Filtering For Textures Noise Reduction Iranian Journal of Electrical and Electronic Engineering Circular Mean Filter Local Binary Pattern Noise Robust Texture Classification. |
| title | Circular Mean Filtering For Textures Noise Reduction |
| title_full | Circular Mean Filtering For Textures Noise Reduction |
| title_fullStr | Circular Mean Filtering For Textures Noise Reduction |
| title_full_unstemmed | Circular Mean Filtering For Textures Noise Reduction |
| title_short | Circular Mean Filtering For Textures Noise Reduction |
| title_sort | circular mean filtering for textures noise reduction |
| topic | Circular Mean Filter Local Binary Pattern Noise Robust Texture Classification. |
| url | http://ijeee.iust.ac.ir/browse.php?a_code=A-10-1486-1&slc_lang=en&sid=1 |
| work_keys_str_mv | AT mhshakoor circularmeanfilteringfortexturesnoisereduction AT ftajeripour circularmeanfilteringfortexturesnoisereduction |