DocumentCode
1949040
Title
Portable Biomimetic Retina for Learning, Perception-based Image Acquisition
Author
Eckmiller, Rolf ; Schatten, Rolf ; Baruth, Oliver
Author_Institution
Univ. of Bonn, Bonn
fYear
2007
fDate
12-17 Aug. 2007
Firstpage
2436
Lastpage
2441
Abstract
We developed a portable biomimetic retina for blind subjects with retinal defects. 1-To simplify the visual prosthetic function, image segmentation of input patterns PI was provided by a set of line elements with specific lengths and orientations. 2-The segmented images were mapped by a filter module (FM: array of tunable spatio-temporal (ST) filters) onto a data stream as future stimulation signals for the human central visual system. 3-The foveal region of the central visual system was simulated by an inverter module (IM) to test the generation of a visual percept P2 of a given PI before the entire system will be applied to blind humans. 4-The parameter vector (PV) of FM could be modified interactively by the human user with evolutionary algorithms (EA) based on a perceptual comparison. 5-Two small displays for separate presentation of PI and the simulated percept P2 were integrated in a lightweight head mount and were combined with a 3-D acceleration sensor (AS) for head movement detection. 6-Subjects with normal vision were able to tune FM in a perception-based dialog exclusively by means of specific small head movements and to iteratively select the best three out of six possible percepts P2 until the output of IM, P2 became identical to a given PI.
Keywords
biomimetics; computer vision; evolutionary computation; eye; image segmentation; medical computing; prosthetics; vision defects; visual perception; 3D acceleration sensor; blind humans; blind subjects; evolutionary algorithm; head movement detection; human central visual system; image segmentation; inverter module; learning; parameter vector; perception-based image acquisition; perceptual comparison; portable biomimetic retina; retinal defects; tunable spatio-temporal filter; visual perception; visual prosthetic function; Biomimetics; Filters; Head; Humans; Image segmentation; Optical arrays; Prosthetics; Retina; Sensor arrays; Visual system;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2007. IJCNN 2007. International Joint Conference on
Conference_Location
Orlando, FL
ISSN
1098-7576
Print_ISBN
978-1-4244-1379-9
Electronic_ISBN
1098-7576
Type
conf
DOI
10.1109/IJCNN.2007.4371340
Filename
4371340
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