An Efficient Algorithm for Recognition of Human Actions
Recognition of human actions is an emerging need. Various researchers have endeavored to provide a solution to this problem. Some of the current state-of-the-art solutions are either inaccurate or computationally intensive while others require human intervention. In this paper a sufficiently accurat...
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| Main Authors: | , , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2014-01-01
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| Series: | The Scientific World Journal |
| Online Access: | http://dx.doi.org/10.1155/2014/875879 |
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| _version_ | 1832561096014168064 |
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| author | Yaser Daanial Khan Nabeel Sabir Khan Shoaib Farooq Adnan Abid Sher Afzal Khan Farooq Ahmad M. Khalid Mahmood |
| author_facet | Yaser Daanial Khan Nabeel Sabir Khan Shoaib Farooq Adnan Abid Sher Afzal Khan Farooq Ahmad M. Khalid Mahmood |
| author_sort | Yaser Daanial Khan |
| collection | DOAJ |
| description | Recognition of human actions is an emerging need. Various researchers have endeavored to provide a solution to this problem. Some of the current state-of-the-art solutions are either inaccurate or computationally intensive while others require human intervention. In this paper a sufficiently accurate while computationally inexpensive solution is provided for the same problem. Image moments which are translation, rotation, and scale invariant are computed for a frame. A dynamic neural network is used to identify the patterns within the stream of image moments and hence recognize actions. Experiments show that the proposed model performs better than other competitive models. |
| format | Article |
| id | doaj-art-7d61fb5d78554ef196fe9f7582f1f770 |
| institution | Kabale University |
| issn | 2356-6140 1537-744X |
| language | English |
| publishDate | 2014-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | The Scientific World Journal |
| spelling | doaj-art-7d61fb5d78554ef196fe9f7582f1f7702025-02-03T01:25:54ZengWileyThe Scientific World Journal2356-61401537-744X2014-01-01201410.1155/2014/875879875879An Efficient Algorithm for Recognition of Human ActionsYaser Daanial Khan0Nabeel Sabir Khan1Shoaib Farooq2Adnan Abid3Sher Afzal Khan4Farooq Ahmad5M. Khalid Mahmood6School of Science and Technology, University of Management and Technology, Lahore 54000, PakistanSchool of Science and Technology, University of Management and Technology, Lahore 54000, PakistanSchool of Science and Technology, University of Management and Technology, Lahore 54000, PakistanSchool of Science and Technology, University of Management and Technology, Lahore 54000, PakistanDepartment of Computer Science, Abdul Wali Khan University, Mardan 23200, PakistanFaculty of Information Technology, University of Central Punjab, 1-Khayaban-e-Jinnah Road, Johar Town, Lahore 54000, PakistanDepartment of Mathematics, University of the Punjab, Lahore 54000, PakistanRecognition of human actions is an emerging need. Various researchers have endeavored to provide a solution to this problem. Some of the current state-of-the-art solutions are either inaccurate or computationally intensive while others require human intervention. In this paper a sufficiently accurate while computationally inexpensive solution is provided for the same problem. Image moments which are translation, rotation, and scale invariant are computed for a frame. A dynamic neural network is used to identify the patterns within the stream of image moments and hence recognize actions. Experiments show that the proposed model performs better than other competitive models.http://dx.doi.org/10.1155/2014/875879 |
| spellingShingle | Yaser Daanial Khan Nabeel Sabir Khan Shoaib Farooq Adnan Abid Sher Afzal Khan Farooq Ahmad M. Khalid Mahmood An Efficient Algorithm for Recognition of Human Actions The Scientific World Journal |
| title | An Efficient Algorithm for Recognition of Human Actions |
| title_full | An Efficient Algorithm for Recognition of Human Actions |
| title_fullStr | An Efficient Algorithm for Recognition of Human Actions |
| title_full_unstemmed | An Efficient Algorithm for Recognition of Human Actions |
| title_short | An Efficient Algorithm for Recognition of Human Actions |
| title_sort | efficient algorithm for recognition of human actions |
| url | http://dx.doi.org/10.1155/2014/875879 |
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