Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Hyun Seok, Park, Kwang Suk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
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
_version_ 1783277210317094912
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
work_keys_str_mv AT kimhyunseok spatiotemporalpixelizationtoincreasetherecognitionscoreofcharactersforretinalprostheses
AT parkkwangsuk spatiotemporalpixelizationtoincreasetherecognitionscoreofcharactersforretinalprostheses