WH2014 Session: Mobile vision a face-mounted, voice-activated, non-mydriatic “lucky”

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WLSA CONVERGENCE SUMMIT SMARTPHONE BASED RETINAL IMAGING ADAM SAMANIEGO, COMPUTER VISION AND COMPUTATIONAL IMAGING LAB

description

Wireless Health 2014 Conference Technical Session 4 featuring speaker Adam Samaniego.

Transcript of WH2014 Session: Mobile vision a face-mounted, voice-activated, non-mydriatic “lucky”

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WLSACONVERGENCE SUMMIT

SMARTPHONE BASED RETINAL IMAGING

ADAM SAMANIEGO, COMPUTER VISION AND COMPUTATIONAL IMAGING LAB

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Adam Samaniego,

Computer Vision and Computational Imaging Lab

Smartphone based retinal imaging

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Funding: NSF-IIS grant 1116718 and the Norman Hackerman Advanced Research Program

Samaniego, Adam, Vivek Boominathan, Ashutosh Sabharwal, and Ashok Veeraraghavan. “mobileVision: A Face-mounted, Voice-activated, Non-mydriatic Lucky Ophthalmoscope.” Wireless Health 2014.

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Billions of Users

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Src: http://www.emarketer.com/Article/Smartphone-Users-Worldwide-Will-Total-175-Billion-2014/1010536

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Billions of Cameras

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Src: http://www.emarketer.com/Article/Smartphone-Users-Worldwide-Will-Total-175-Billion-2014/1010536

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Just an Image

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Src: http://www.topconmedical.com/products/trcnw8highresolutionnonmydsystem.htm

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Overview

• Unmet Healthcare Needs

• mobileVision System

• Emerging W.H. Ecosystem

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Problem

• Diabetes: the leading cause of new U.S. cases of blindness among adults ages 20–74

• 80% Chance of developing diabetic retinopathy

• Complications are 90% preventable through early detection, but require frequent retinal screening

Src: http://diabetes.niddk.nih.gov/dm/pubs/statistics/#fast, scohen125 and calhoun16 on retinagallery.com

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Problem

• Macular Degeneration: causes vision loss by destroying macula, ages 60+ at higher risk

• Global cost of over $300 Billion

• Can progress quickly and vision loss is irreversible; can be slowed if detected early, as by retinal screening

Src: http://www.myretinalinstitute.com/images/, https://www.nei.nih.gov/eyedata/amd.asp, http://www.eyeconsultants.net/UserFiles/severe_mac_gen.jpg

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Topcon TRC-NW8

• ±45°field-of-view

• 24.5kg, > $10,000

• Easy to use

• Representative of clinical retinal imaging standard

Src: http://www.topconmedical.com/products/trcnw8highresolutionnonmydsystem.htm

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mobileVision

• ±45°(stitched)

• 1kg, w/ smartphone

• Portable, face-mounted

• Algorithmic pipeline

• Improve robustness

• Mitigate artifacts

• Stitch final panorama

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Optics: Overview

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Fixation Targets

LED Coupled Fiber

Imaging Lenses

Left Eye

Right Eye

SmartphoneCamera

Illumination Lens

Mirror

CrossedPolarizers

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User Interface

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Example Images

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Feature Matching

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Single-view Fusion

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Fused Views

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Stitching

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Stitching

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Stitching

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10°

±45°

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Resolution Testing

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Model Eye with USAF-1951 Res. Chart “retina”

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Resolution Testing

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Modulation Transfer Function (As simulated refractive error varies)

• Smartphone auto-focus allows for simulated refractive error between +13D and -6D

(23.5μm line width resolvable at 10% contrast)

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Overview

• Unmet Healthcare Needs

• mobileVision System

• Emerging W.H. Ecosystem

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W.H. Ecosystem

• Bastawrous et al.

• Peek Vision

• Pamplona et al.

• EyeNetra

• Myung et al.

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Full references on “References” Slide

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Not Just a Phone

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References

• Samaniego, Adam, Vivek Boominathan, Ashutosh Sabharwal, and Ashok Veeraraghavan. "mobileVision: A Face-mounted, Voice-activated, Non-mydriatic Lucky Ophthalmoscope." Wireless Health 2014.

• Peek Vision. (2013). Retrieved October 20, 2014, from http://www.peekvision.org/• EyeNetra - Eye Care for 2.4 billion people in need. (2013, January 1). Retrieved October 20, 2014, from

http://eyenetra.com/product-netrag.html• Myung, David, Alexandre Jais, Lingmin He, Mark S. Blumenkranz, and Robert T. Chang. "3D Printed Smartphone Indirect Lens

Adapter for Rapid, High Quality Retinal Imaging." Journal of Mobile Technology in Medicine 3, no. 1 (2014): 9-15.

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WLSACONVERGENCE SUMMIT

www.wirelesshealth2014.org