Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review
The concept is highly critical for robotic technologies that rely on visual feedback. In this context, robot systems tend to be unresponsive due to reliance on pre-programmed trajectory and path, meaning the occurrence of a change in the environment or the absence of an object. This review paper aim...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Universitas Ahmad Dahlan
2022-03-01
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| Series: | IJAIN (International Journal of Advances in Intelligent Informatics) |
| Online Access: | http://ijain.org/index.php/IJAIN/article/view/819 |
| _version_ | 1811251435624464384 |
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| author | Jayson Rogelio Elmer Dadios Argel Bandala Ryan Rhay Vicerra Edwin Sybingco |
| author_facet | Jayson Rogelio Elmer Dadios Argel Bandala Ryan Rhay Vicerra Edwin Sybingco |
| author_sort | Jayson Rogelio |
| collection | DOAJ |
| description | The concept is highly critical for robotic technologies that rely on visual feedback. In this context, robot systems tend to be unresponsive due to reliance on pre-programmed trajectory and path, meaning the occurrence of a change in the environment or the absence of an object. This review paper aims to provide comprehensive studies on the recent application of visual servoing and DNN. PBVS and Mobilenet-SSD were chosen algorithms for alignment control of the film handler mechanism of the portable x-ray system. It also discussed the theoretical framework features extraction and description, visual servoing, and Mobilenet-SSD. Likewise, the latest applications of visual servoing and DNN was summarized, including the comparison of Mobilenet-SSD with other sophisticated models. As a result of a previous study presented, visual servoing and MobileNet-SSD provide reliable tools and models for manipulating robotics systems, including where occlusion is present. Furthermore, effective alignment control relies significantly on visual servoing and deep neural reliability, shaped by different parameters such as the type of visual servoing, feature extraction and description, and DNNs used to construct a robust state estimator. Therefore, visual servoing and MobileNet-SSD are parameterized concepts that require enhanced optimization to achieve a specific purpose with distinct tools. |
| first_indexed | 2024-04-12T16:19:31Z |
| format | Article |
| id | doaj.art-e31b1741333740689372e8736451076f |
| institution | Directory Open Access Journal |
| issn | 2442-6571 2548-3161 |
| language | English |
| last_indexed | 2024-04-12T16:19:31Z |
| publishDate | 2022-03-01 |
| publisher | Universitas Ahmad Dahlan |
| record_format | Article |
| series | IJAIN (International Journal of Advances in Intelligent Informatics) |
| spelling | doaj.art-e31b1741333740689372e8736451076f2022-12-22T03:25:36ZengUniversitas Ahmad DahlanIJAIN (International Journal of Advances in Intelligent Informatics)2442-65712548-31612022-03-01819711410.26555/ijain.v8i1.819202Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a reviewJayson Rogelio0Elmer Dadios1Argel Bandala2Ryan Rhay Vicerra3Edwin Sybingco4Department of Science and Technology- MIRDCDe La Salle UniversityDe La Salle UniversityDe La Salle UniversityDe La Salle UniversityThe concept is highly critical for robotic technologies that rely on visual feedback. In this context, robot systems tend to be unresponsive due to reliance on pre-programmed trajectory and path, meaning the occurrence of a change in the environment or the absence of an object. This review paper aims to provide comprehensive studies on the recent application of visual servoing and DNN. PBVS and Mobilenet-SSD were chosen algorithms for alignment control of the film handler mechanism of the portable x-ray system. It also discussed the theoretical framework features extraction and description, visual servoing, and Mobilenet-SSD. Likewise, the latest applications of visual servoing and DNN was summarized, including the comparison of Mobilenet-SSD with other sophisticated models. As a result of a previous study presented, visual servoing and MobileNet-SSD provide reliable tools and models for manipulating robotics systems, including where occlusion is present. Furthermore, effective alignment control relies significantly on visual servoing and deep neural reliability, shaped by different parameters such as the type of visual servoing, feature extraction and description, and DNNs used to construct a robust state estimator. Therefore, visual servoing and MobileNet-SSD are parameterized concepts that require enhanced optimization to achieve a specific purpose with distinct tools.http://ijain.org/index.php/IJAIN/article/view/819 |
| spellingShingle | Jayson Rogelio Elmer Dadios Argel Bandala Ryan Rhay Vicerra Edwin Sybingco Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review IJAIN (International Journal of Advances in Intelligent Informatics) |
| title | Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review |
| title_full | Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review |
| title_fullStr | Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review |
| title_full_unstemmed | Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review |
| title_short | Alignment control using visual servoing and mobilenet single-shot multi-box detection (SSD): a review |
| title_sort | alignment control using visual servoing and mobilenet single shot multi box detection ssd a review |
| url | http://ijain.org/index.php/IJAIN/article/view/819 |
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