Performance of various training algorithms on scene illumination classification
The increasing number of training algorithms along with their convincing results will make this question that which algorithm will be more efficient. This study aims to perform some widespread tests on some well-known training algorithms (Levenberg-Marquardt, Resilient back propagation and Scaled co...
| Main Authors: | , , , , , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2015
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/47714/1/Performance%20of%20various%20training%20algorithms%20on%20scene%20illumination%20classification.pdf |
| _version_ | 1825929858366046208 |
|---|---|
| author | Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun Hesamian, B. Hooshyari, M. M. |
| author_facet | Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun Hesamian, B. Hooshyari, M. M. |
| author_sort | Hesamian, Mohammad Hesam |
| collection | UPM |
| description | The increasing number of training algorithms along with their convincing results will make this question that which algorithm will be more efficient. This study aims to perform some widespread tests on some well-known training algorithms (Levenberg-Marquardt, Resilient back propagation and Scaled conjugate gradient) to evaluate their performance for scene illumination classification. The results presented by this research can provide a reliable guide line for choosing the most appropriate training algorithm depends on the problem specification. The results of this study select the LM training method with the accuracy of 94.41% as the most accurate and RP as the most quick method with response time of 0.426 s. |
| first_indexed | 2024-03-06T09:02:54Z |
| format | Conference or Workshop Item |
| id | upm.eprints-47714 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:02:54Z |
| publishDate | 2015 |
| publisher | IEEE |
| record_format | dspace |
| spelling | upm.eprints-477142016-07-14T08:52:32Z http://psasir.upm.edu.my/id/eprint/47714/ Performance of various training algorithms on scene illumination classification Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun Hesamian, B. Hooshyari, M. M. The increasing number of training algorithms along with their convincing results will make this question that which algorithm will be more efficient. This study aims to perform some widespread tests on some well-known training algorithms (Levenberg-Marquardt, Resilient back propagation and Scaled conjugate gradient) to evaluate their performance for scene illumination classification. The results presented by this research can provide a reliable guide line for choosing the most appropriate training algorithm depends on the problem specification. The results of this study select the LM training method with the accuracy of 94.41% as the most accurate and RP as the most quick method with response time of 0.426 s. IEEE 2015 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/47714/1/Performance%20of%20various%20training%20algorithms%20on%20scene%20illumination%20classification.pdf Hesamian, Mohammad Hesam and Mashohor, Syamsiah and Saripan, M. Iqbal and Wan Adnan, Wan Azizun and Hesamian, B. and Hooshyari, M. M. (2015) Performance of various training algorithms on scene illumination classification. In: 2015 IEEE Student Conference on Research and Development (SCOReD), 13-14 Dec. 2015, Berjaya Times Square Hotel, Kuala Lumpur, Malaysia. (pp. 66-71). 10.1109/SCORED.2015.7449421 |
| spellingShingle | Hesamian, Mohammad Hesam Mashohor, Syamsiah Saripan, M. Iqbal Wan Adnan, Wan Azizun Hesamian, B. Hooshyari, M. M. Performance of various training algorithms on scene illumination classification |
| title | Performance of various training algorithms on scene illumination classification |
| title_full | Performance of various training algorithms on scene illumination classification |
| title_fullStr | Performance of various training algorithms on scene illumination classification |
| title_full_unstemmed | Performance of various training algorithms on scene illumination classification |
| title_short | Performance of various training algorithms on scene illumination classification |
| title_sort | performance of various training algorithms on scene illumination classification |
| url | http://psasir.upm.edu.my/id/eprint/47714/1/Performance%20of%20various%20training%20algorithms%20on%20scene%20illumination%20classification.pdf |
| work_keys_str_mv | AT hesamianmohammadhesam performanceofvarioustrainingalgorithmsonsceneilluminationclassification AT mashohorsyamsiah performanceofvarioustrainingalgorithmsonsceneilluminationclassification AT saripanmiqbal performanceofvarioustrainingalgorithmsonsceneilluminationclassification AT wanadnanwanazizun performanceofvarioustrainingalgorithmsonsceneilluminationclassification AT hesamianb performanceofvarioustrainingalgorithmsonsceneilluminationclassification AT hooshyarimm performanceofvarioustrainingalgorithmsonsceneilluminationclassification |