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Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses
Most of the retinal prostheses use a head-fixed camera and a video processing unit. Some studies proposed various image processing methods to improve visual perception for patients. However, previous studies only focused on using spatial information. The present study proposes a spatiotemporal pixel...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5677288/ https://www.ncbi.nlm.nih.gov/pubmed/29073735 http://dx.doi.org/10.3390/s17102439 |
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author | Kim, Hyun Seok Park, Kwang Suk |
author_facet | Kim, Hyun Seok Park, Kwang Suk |
author_sort | Kim, Hyun Seok |
collection | PubMed |
description | Most of the retinal prostheses use a head-fixed camera and a video processing unit. Some studies proposed various image processing methods to improve visual perception for patients. However, previous studies only focused on using spatial information. The present study proposes a spatiotemporal pixelization method mimicking fixational eye movements to generate stimulation images for artificial retina arrays by combining spatial and temporal information. Input images were sampled with a resolution that was four times higher than the number of pixel arrays. We subsampled this image and generated four different phosphene images. We then evaluated the recognition scores of characters by sequentially presenting phosphene images with varying pixel array sizes (6 × 6, 8 × 8 and 10 × 10) and stimulus frame rates (10 Hz, 15 Hz, 20 Hz, 30 Hz, and 60 Hz). The proposed method showed the highest recognition score at a stimulus frame rate of approximately 20 Hz. The method also significantly improved the recognition score for complex characters. This method provides a new way to increase practical resolution over restricted spatial resolution by merging the higher resolution image into high-frame time slots. |
format | Online Article Text |
id | pubmed-5677288 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-56772882017-11-17 Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses Kim, Hyun Seok Park, Kwang Suk Sensors (Basel) Article Most of the retinal prostheses use a head-fixed camera and a video processing unit. Some studies proposed various image processing methods to improve visual perception for patients. However, previous studies only focused on using spatial information. The present study proposes a spatiotemporal pixelization method mimicking fixational eye movements to generate stimulation images for artificial retina arrays by combining spatial and temporal information. Input images were sampled with a resolution that was four times higher than the number of pixel arrays. We subsampled this image and generated four different phosphene images. We then evaluated the recognition scores of characters by sequentially presenting phosphene images with varying pixel array sizes (6 × 6, 8 × 8 and 10 × 10) and stimulus frame rates (10 Hz, 15 Hz, 20 Hz, 30 Hz, and 60 Hz). The proposed method showed the highest recognition score at a stimulus frame rate of approximately 20 Hz. The method also significantly improved the recognition score for complex characters. This method provides a new way to increase practical resolution over restricted spatial resolution by merging the higher resolution image into high-frame time slots. MDPI 2017-10-24 /pmc/articles/PMC5677288/ /pubmed/29073735 http://dx.doi.org/10.3390/s17102439 Text en © 2017 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kim, Hyun Seok Park, Kwang Suk Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses |
title | Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses |
title_full | Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses |
title_fullStr | Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses |
title_full_unstemmed | Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses |
title_short | Spatiotemporal Pixelization to Increase the Recognition Score of Characters for Retinal Prostheses |
title_sort | spatiotemporal pixelization to increase the recognition score of characters for retinal prostheses |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5677288/ https://www.ncbi.nlm.nih.gov/pubmed/29073735 http://dx.doi.org/10.3390/s17102439 |
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