Scene illumination classification using illumination histogram analysis and neural network
This study proposed a classification method to classify the considered image in the most similar illumination cluster rather than estimating an illumination value. This method categorizes the images based on inherent illumination data of scene and statistical features extracted from illumination his...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2013
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| Online Access: | http://psasir.upm.edu.my/id/eprint/41249/ http://psasir.upm.edu.my/id/eprint/41249/1/Scene%20illumination%20classification%20using%20illumination%20histogram%20analysis%20and%20neural%20network.pdf |
| _version_ | 1848849645777715200 |
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| author | Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun |
| author_facet | Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun |
| author_sort | Hesamian, Mohammad Hesam |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This study proposed a classification method to classify the considered image in the most similar illumination cluster rather than estimating an illumination value. This method categorizes the images based on inherent illumination data of scene and statistical features extracted from illumination histogram of image. It has advantages of high accuracy and flexibility of defining the classes. A trained neural network is taken into account in order to classify the image into predefined groups. Finally, for performance and accuracy evaluation we use misclassification error percentages and Mean Square Error (MSE). |
| first_indexed | 2025-11-15T09:53:42Z |
| format | Conference or Workshop Item |
| id | upm-41249 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T09:53:42Z |
| publishDate | 2013 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-412492018-10-26T07:39:52Z http://psasir.upm.edu.my/id/eprint/41249/ Scene illumination classification using illumination histogram analysis and neural network Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun This study proposed a classification method to classify the considered image in the most similar illumination cluster rather than estimating an illumination value. This method categorizes the images based on inherent illumination data of scene and statistical features extracted from illumination histogram of image. It has advantages of high accuracy and flexibility of defining the classes. A trained neural network is taken into account in order to classify the image into predefined groups. Finally, for performance and accuracy evaluation we use misclassification error percentages and Mean Square Error (MSE). IEEE 2013 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/41249/1/Scene%20illumination%20classification%20using%20illumination%20histogram%20analysis%20and%20neural%20network.pdf Hesamian, Mohammad Hesam and Mashohor, Syamsiah and Saripan, M. Iqbal and Wan Adnan, Wan Azizun (2013) Scene illumination classification using illumination histogram analysis and neural network. In: 2013 IEEE International Conference on Control System, Computing and Engineering (ICCSCE 2013), 29 Nov.-1 Dec. 2013, Penang, Malaysia. (pp. 290-295). 10.1109/ICCSCE.2013.6719976 |
| spellingShingle | Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun Scene illumination classification using illumination histogram analysis and neural network |
| title | Scene illumination classification using illumination histogram analysis and neural network |
| title_full | Scene illumination classification using illumination histogram analysis and neural network |
| title_fullStr | Scene illumination classification using illumination histogram analysis and neural network |
| title_full_unstemmed | Scene illumination classification using illumination histogram analysis and neural network |
| title_short | Scene illumination classification using illumination histogram analysis and neural network |
| title_sort | scene illumination classification using illumination histogram analysis and neural network |
| url | http://psasir.upm.edu.my/id/eprint/41249/ http://psasir.upm.edu.my/id/eprint/41249/ http://psasir.upm.edu.my/id/eprint/41249/1/Scene%20illumination%20classification%20using%20illumination%20histogram%20analysis%20and%20neural%20network.pdf |