Object Detection Based on Vision Sensors and Neural Network
This Special Issue reprint provides an overview of object detection in images and videos, with a focus on addressing the resource constraints of lightweight vision sensors. Object detection has long been a key research area in computer vision. It is now gaining increasing attention from both academi...
保存先:
| フォーマット: | Online |
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| 言語: | 英語 |
| 出版事項: |
MDPI - Multidisciplinary Digital Publishing Institute
2025
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| 主題: | |
| オンライン･アクセス: | ONIX_20250812T110751_9783725836598_120 |
| タグ: |
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| _version_ | 1869528260770004992 |
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| collection | Directory of Open Access Books |
| description | This Special Issue reprint provides an overview of object detection in images and videos, with a focus on addressing the resource constraints of lightweight vision sensors. Object detection has long been a key research area in computer vision. It is now gaining increasing attention from both academia and industry, driven by the rapid advancement of deep neural networks (DNNs) and high-resolution vision sensors. While DNNs have achieved remarkable success in recent years, they are becoming increasingly complex, with deeper network structures and larger training datasets. This growing complexity poses a challenge for deploying computationally and data-intensive DNNs on resource-limited vision sensors, particularly for real-time object detection. |
| format | Online |
| id | doab-20.500.12854ir-165364 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | MDPI - Multidisciplinary Digital Publishing Institute |
| publisherStr | MDPI - Multidisciplinary Digital Publishing Institute |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1653642025-08-12T09:24:42Z Object Detection Based on Vision Sensors and Neural Network Qi, Man Dunnhofer, Matteo object detection vision sensing lightweight neural network thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities This Special Issue reprint provides an overview of object detection in images and videos, with a focus on addressing the resource constraints of lightweight vision sensors. Object detection has long been a key research area in computer vision. It is now gaining increasing attention from both academia and industry, driven by the rapid advancement of deep neural networks (DNNs) and high-resolution vision sensors. While DNNs have achieved remarkable success in recent years, they are becoming increasingly complex, with deeper network structures and larger training datasets. This growing complexity poses a challenge for deploying computationally and data-intensive DNNs on resource-limited vision sensors, particularly for real-time object detection. 2025-08-12T09:24:40Z 2025-08-12T09:24:40Z 2025 book ONIX_20250812T110751_9783725836598_120 9783725836598 9783725836604 https://directory.doabooks.org/handle/20.500.12854/165364 eng image/jpeg Attribution 4.0 International https://mdpi.com/books https://mdpi.com/books/pdfview/book/10690 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-7258-3660-4 10.3390/books978-3-7258-3660-4 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783725836598 9783725836604 270 open access |
| spellingShingle | object detection vision sensing lightweight neural network thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities Object Detection Based on Vision Sensors and Neural Network |
| title | Object Detection Based on Vision Sensors and Neural Network |
| title_full | Object Detection Based on Vision Sensors and Neural Network |
| title_fullStr | Object Detection Based on Vision Sensors and Neural Network |
| title_full_unstemmed | Object Detection Based on Vision Sensors and Neural Network |
| title_short | Object Detection Based on Vision Sensors and Neural Network |
| title_sort | object detection based on vision sensors and neural network |
| topic | object detection vision sensing lightweight neural network thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities |
| topic_facet | object detection vision sensing lightweight neural network thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities |
| url | ONIX_20250812T110751_9783725836598_120 |