Object recognition under distorted prosthetic vision

Hong Guo, Youmin Wang, Yuan Yang, Shanbao Tong, Yisheng Zhu, Yihong Qiu*

*Corresponding author for this work

Research output: Contribution to journalArticle

8 Citations (Scopus)

Abstract

Psychophysical studies have reported the efficacy of phosphene-based prosthetic vision in partly recovering the visual function of blind individuals. However, results by far have been based on evenly aligned phosphene arrays, which neglected the complicated visuotopy in the visual prosthesis system. In this study, we investigated how the objects were recognized under the stimuli with distorted phosphene arrays simulated by transformations of barrel distortion, rotation, or translation. The results revealed that distortions significantly decreased the accuracy of categorization (CA) and showed distinct interactive effects with the factors of object category and phosphene array density. Moreover, the CA changed differently with the increase of distortion levels. Regression analysis suggested a phosphene array of at least 10 × 10 be the essential for achieving a CA over the threshold value (CAt = 62.5%) under distorted prosthetic vision. It is recommended that discriminative features be extracted to improve the performance of prosthetic vision.

Original languageEnglish (US)
Pages (from-to)846-856
Number of pages11
JournalArtificial Organs
Volume34
Issue number10
DOIs
StatePublished - Oct 1 2010

Fingerprint

Phosphenes
Object recognition
Prosthetics
Regression analysis
Visual Prosthesis
Regression Analysis

Keywords

  • Distortion
  • Object categorization
  • Prosthetic vision
  • Psychophysics
  • Visual prosthesis

ASJC Scopus subject areas

  • Medicine (miscellaneous)
  • Bioengineering
  • Biomaterials
  • Biomedical Engineering

Cite this

Guo, Hong ; Wang, Youmin ; Yang, Yuan ; Tong, Shanbao ; Zhu, Yisheng ; Qiu, Yihong. / Object recognition under distorted prosthetic vision. In: Artificial Organs. 2010 ; Vol. 34, No. 10. pp. 846-856.
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Guo, H, Wang, Y, Yang, Y, Tong, S, Zhu, Y & Qiu, Y 2010, 'Object recognition under distorted prosthetic vision', Artificial Organs, vol. 34, no. 10, pp. 846-856. https://doi.org/10.1111/j.1525-1594.2009.00976.x

Object recognition under distorted prosthetic vision. / Guo, Hong; Wang, Youmin; Yang, Yuan; Tong, Shanbao; Zhu, Yisheng; Qiu, Yihong.

In: Artificial Organs, Vol. 34, No. 10, 01.10.2010, p. 846-856.

Research output: Contribution to journalArticle

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AU - Wang, Youmin

AU - Yang, Yuan

AU - Tong, Shanbao

AU - Zhu, Yisheng

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