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Low Memory Access Video Stabilization for Low-Cost Camera SoC
Video stabilization is one of the most important features in consumer cameras. Even simple video stabilization algorithms may need to access the frames several times to generate a stabilized output image, which places a significant burden on the camera hardware. This high-memory-access requirement m...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8949514/ https://www.ncbi.nlm.nih.gov/pubmed/35336512 http://dx.doi.org/10.3390/s22062341 |
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author | Lee, Yun-Gu |
author_facet | Lee, Yun-Gu |
author_sort | Lee, Yun-Gu |
collection | PubMed |
description | Video stabilization is one of the most important features in consumer cameras. Even simple video stabilization algorithms may need to access the frames several times to generate a stabilized output image, which places a significant burden on the camera hardware. This high-memory-access requirement makes it difficult to implement video stabilization in real time on low-cost camera SoC. Reduction of the memory usage is a critical issue in camera hardware. This paper presents a structure and layout method to efficiently implement video stabilization for low-end hardware devices in terms of shared memory access amount. The proposed method places sub-components of video stabilization in a parasitic form in other processing blocks, and the sub-components reuse data read from other processing blocks without directly accessing data in the shared memory. Although the proposed method is not superior to the state-of-the-art methods applied in post-processing in terms of video quality, it provides sufficient performance to lower the cost of camera hardware for the development of real-time devices. According to my analysis, the proposed one reduces the memory access amount by 21.1 times compared to the straightforward method. |
format | Online Article Text |
id | pubmed-8949514 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89495142022-03-26 Low Memory Access Video Stabilization for Low-Cost Camera SoC Lee, Yun-Gu Sensors (Basel) Article Video stabilization is one of the most important features in consumer cameras. Even simple video stabilization algorithms may need to access the frames several times to generate a stabilized output image, which places a significant burden on the camera hardware. This high-memory-access requirement makes it difficult to implement video stabilization in real time on low-cost camera SoC. Reduction of the memory usage is a critical issue in camera hardware. This paper presents a structure and layout method to efficiently implement video stabilization for low-end hardware devices in terms of shared memory access amount. The proposed method places sub-components of video stabilization in a parasitic form in other processing blocks, and the sub-components reuse data read from other processing blocks without directly accessing data in the shared memory. Although the proposed method is not superior to the state-of-the-art methods applied in post-processing in terms of video quality, it provides sufficient performance to lower the cost of camera hardware for the development of real-time devices. According to my analysis, the proposed one reduces the memory access amount by 21.1 times compared to the straightforward method. MDPI 2022-03-18 /pmc/articles/PMC8949514/ /pubmed/35336512 http://dx.doi.org/10.3390/s22062341 Text en © 2022 by the author. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lee, Yun-Gu Low Memory Access Video Stabilization for Low-Cost Camera SoC |
title | Low Memory Access Video Stabilization for Low-Cost Camera SoC |
title_full | Low Memory Access Video Stabilization for Low-Cost Camera SoC |
title_fullStr | Low Memory Access Video Stabilization for Low-Cost Camera SoC |
title_full_unstemmed | Low Memory Access Video Stabilization for Low-Cost Camera SoC |
title_short | Low Memory Access Video Stabilization for Low-Cost Camera SoC |
title_sort | low memory access video stabilization for low-cost camera soc |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8949514/ https://www.ncbi.nlm.nih.gov/pubmed/35336512 http://dx.doi.org/10.3390/s22062341 |
work_keys_str_mv | AT leeyungu lowmemoryaccessvideostabilizationforlowcostcamerasoc |