Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans
Texture feature is an important feature analysis method in computer-aided diagnosis systems for disease diagnosis. However, texture feature itself could not provide an overall description of the diseases. In this paper, we propose Continuous Local Feature (CLH) to diagnose the Bronchiolitis Obl...
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2011
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| Online Access: | http://eprints.utem.edu.my/id/eprint/4098/ http://eprints.utem.edu.my/id/eprint/4098/1/Continuous_Local_Histogram_Descriptor_For_Diagnosis_of_Bronchiolitis_Obliterans.pdf |
| _version_ | 1848886991693807616 |
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| author | Saipullah, Khairul Muzzammil |
| author_facet | Saipullah, Khairul Muzzammil |
| author_sort | Saipullah, Khairul Muzzammil |
| building | UTeM Institutional Repository |
| collection | Online Access |
| description | Texture feature is an important feature analysis
method in computer-aided diagnosis systems for disease
diagnosis. However, texture feature itself could not provide an
overall description of the diseases. In this paper, we propose
Continuous Local Feature (CLH) to diagnose the Bronchiolitis
Obliterans (BO) lung diseases in the chest computer
tomography images. CLH is based on the continuous
combination of histograms of local texture feature, local shape
feature, and the brightness feature. Because CLH extracts
more information, it has high discriminating power and is able
to classify between the BO lung disease and normal lung region
effectively. The experimental results in classifying between BO
and normal lung region show that CLH achieves 98.15% of
average sensitivity whereas Local Binary Patterns and Gray
Level Run Length Matrix achieve 73% and 75.8% of average
sensitivities, respectively. In the receiver operating curve
analysis, CLH archives 0.9 of area under curve (AUC) whereas
LBP and GLRLM achieve 0.78 and 0.86 of AUCs. |
| first_indexed | 2025-11-15T19:47:17Z |
| format | Conference or Workshop Item |
| id | utem-4098 |
| institution | Universiti Teknikal Malaysia Melaka |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T19:47:17Z |
| publishDate | 2011 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | utem-40982015-05-28T02:39:51Z http://eprints.utem.edu.my/id/eprint/4098/ Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans Saipullah, Khairul Muzzammil TA Engineering (General). Civil engineering (General) Texture feature is an important feature analysis method in computer-aided diagnosis systems for disease diagnosis. However, texture feature itself could not provide an overall description of the diseases. In this paper, we propose Continuous Local Feature (CLH) to diagnose the Bronchiolitis Obliterans (BO) lung diseases in the chest computer tomography images. CLH is based on the continuous combination of histograms of local texture feature, local shape feature, and the brightness feature. Because CLH extracts more information, it has high discriminating power and is able to classify between the BO lung disease and normal lung region effectively. The experimental results in classifying between BO and normal lung region show that CLH achieves 98.15% of average sensitivity whereas Local Binary Patterns and Gray Level Run Length Matrix achieve 73% and 75.8% of average sensitivities, respectively. In the receiver operating curve analysis, CLH archives 0.9 of area under curve (AUC) whereas LBP and GLRLM achieve 0.78 and 0.86 of AUCs. 2011-12-05 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utem.edu.my/id/eprint/4098/1/Continuous_Local_Histogram_Descriptor_For_Diagnosis_of_Bronchiolitis_Obliterans.pdf Saipullah, Khairul Muzzammil (2011) Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans. In: IEEE Hybrid Intelligence System 2011 (HIS2011), 5-8 December 2011, Ayer keroh, Melaka. http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6122138&url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel5%2F6112287%2F6122068%2F06122138.pdf%3Farnumber%3D6122138 |
| spellingShingle | TA Engineering (General). Civil engineering (General) Saipullah, Khairul Muzzammil Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans |
| title | Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans |
| title_full | Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans |
| title_fullStr | Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans |
| title_full_unstemmed | Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans |
| title_short | Continuous Local Histogram Descriptor For Diagnosis of Bronchiolitis Obliterans |
| title_sort | continuous local histogram descriptor for diagnosis of bronchiolitis obliterans |
| topic | TA Engineering (General). Civil engineering (General) |
| url | http://eprints.utem.edu.my/id/eprint/4098/ http://eprints.utem.edu.my/id/eprint/4098/ http://eprints.utem.edu.my/id/eprint/4098/1/Continuous_Local_Histogram_Descriptor_For_Diagnosis_of_Bronchiolitis_Obliterans.pdf |