Literature DB >> 23449023

Performance of visually guided tasks using simulated prosthetic vision and saliency-based cues.

N Parikh1, L Itti, M Humayun, J Weiland.   

Abstract

OBJECTIVE: The objective of this paper is to evaluate the benefits provided by a saliency-based cueing algorithm to normally sighted volunteers performing mobility and search tasks using simulated prosthetic vision. APPROACH: Human subjects performed mobility and search tasks using simulated prosthetic vision. A saliency algorithm based on primate vision was used to detect regions of interest (ROI) in an image. Subjects were cued to look toward the directions of these ROI using visual cues superimposed on the simulated prosthetic vision. Mobility tasks required the subjects to navigate through a corridor, avoid obstacles and locate a target at the end of the course. Two search task experiments involved finding objects on a tabletop under different conditions. Subjects were required to perform tasks with and without any help from cues.
RESULTS: Head movements, time to task completion and number of errors were all significantly reduced in search tasks when subjects used the cueing algorithm. For the mobility task, head movements and number of contacts with objects were significantly reduced when subjects used cues, whereas time was significantly reduced when no cues were used. The most significant benefit from cues appears to be in search tasks and when navigating unfamiliar environments. SIGNIFICANCE: The results from the study show that visually impaired people and retinal prosthesis implantees may benefit from computer vision algorithms that detect important objects in their environment, particularly when they are in a new environment.

Entities:  

Mesh:

Year:  2013        PMID: 23449023     DOI: 10.1088/1741-2560/10/2/026017

Source DB:  PubMed          Journal:  J Neural Eng        ISSN: 1741-2552            Impact factor:   5.379


  9 in total

Review 1.  Retinal prosthesis.

Authors:  James D Weiland; Mark S Humayun
Journal:  IEEE Trans Biomed Eng       Date:  2014-04-02       Impact factor: 4.538

2.  Perceptual brightness scales in a White's effect stimulus are not captured by multiscale spatial filtering models of brightness perception.

Authors:  Joris Vincent; Technische Universität Berlin Germany; Technische Universität Berlin Germany
Journal:  J Vis       Date:  2022-02-01       Impact factor: 2.240

3.  End-to-end optimization of prosthetic vision.

Authors:  Jaap de Ruyter van Steveninck; Umut Güçlü; Richard van Wezel; Marcel van Gerven
Journal:  J Vis       Date:  2022-02-01       Impact factor: 2.004

4.  Harmonization of Outcomes and Vision Endpoints in Vision Restoration Trials: Recommendations from the International HOVER Taskforce.

Authors:  Lauren N Ayton; Joseph F Rizzo; Ian L Bailey; August Colenbrander; Gislin Dagnelie; Duane R Geruschat; Philip C Hessburg; Chris D McCarthy; Matthew A Petoe; Gary S Rubin; Philip R Troyk
Journal:  Transl Vis Sci Technol       Date:  2020-07-16       Impact factor: 3.283

5.  Multisensory perception in Argus II retinal prosthesis patients: Leveraging auditory-visual mappings to enhance prosthesis outcomes.

Authors:  Noelle R B Stiles; Vivek R Patel; James D Weiland
Journal:  Vision Res       Date:  2021-02-17       Impact factor: 1.886

Review 6.  Advances in retinal prosthesis systems.

Authors:  Edward Bloch; Yvonne Luo; Lyndon da Cruz
Journal:  Ther Adv Ophthalmol       Date:  2019-01-17

7.  Semantic and structural image segmentation for prosthetic vision.

Authors:  Melani Sanchez-Garcia; Ruben Martinez-Cantin; Jose J Guerrero
Journal:  PLoS One       Date:  2020-01-29       Impact factor: 3.240

8.  Enhanced Depth Navigation Through Augmented Reality Depth Mapping in Patients with Low Vision.

Authors:  Anastasios Nikolas Angelopoulos; Hossein Ameri; Debbie Mitra; Mark Humayun
Journal:  Sci Rep       Date:  2019-08-02       Impact factor: 4.379

9.  Real-world indoor mobility with simulated prosthetic vision: The benefits and feasibility of contour-based scene simplification at different phosphene resolutions.

Authors:  Jaap de Ruyter van Steveninck; Tom van Gestel; Paula Koenders; Guus van der Ham; Floris Vereecken; Umut Güçlü; Marcel van Gerven; Yagmur Güçlütürk; Richard van Wezel
Journal:  J Vis       Date:  2022-02-01       Impact factor: 2.240

  9 in total

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