The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
[0220]seunghyeong
1. Designing AR Visualizations
to Facilitate Stair Navigation for
People with Low Vision
UIST 2019
Yuhang Zhao, Elizabeth Kupferstein, Brenda Veronica Castro,
Steven Feiner, Shiri Azenkot
Presenter : Seunghyeong Choe
2. Overview
• The first research of AR visualization for PLV’s stair navigation
PLV : People with Low-Vision
• Two case studies of projection-based AR and smartglasses
• The effectiveness of AR visualization
Feel confident
Reduce walking time
3. Background Knowledge
• PLV (People with Low-Vision)
1.2 billion people worldwide have low vision
Cannot be corrected with eyeglasses or contact lenses
Reluctant to use a white cane (Social acceptance)
2
4. Difficult to detect edges
Become slower, higher rates of falls and injuries
Background Knowledge
3
• Contrast Stripes
5. 4
Goals of The Study
• Aid PLV’s stair navigation with AR visualization and sonification
• Safe and speedy
• Easily perceivable, not distracting
• Social acceptance
6. Related Works
5
• Ophthalmology
• Mobility performance in low vision
• HCI
• A study of low vision people and their computing device access
• Blind navigation support system
• AR devices as a vision aid
Little study of PLV navigation
No stair navigation
7. 6
Initial Exploration
• Which AR platform would be most appropriate?
Video See-Through Optical See-Through Projection See-Through
• Switching gaze
• Hindering safety
• Not switching gaze
• Suited to public places
• Not switching gaze
• Suited to private places
• Augment large surface
8. Visualizations for Projection–Based AR
7
• Device Characteristics
Can augment large physical surfaces
No popular commercial devices
Prototype : hand-held projection-based AR platforms
• Embedded depth sensors
• iPhone XR, Samsung Galaxy S10
• Embedded projectors
• Samsung Galaxy Beam
9. Visualizations for Projection–Based AR
8
• Visualizations and Sonifications
Sonification : ding, voice, combination
Visualization
Figure 1: Projection based AR
End highlights
Middle highlights
• Distinguish the first and last stairs
• Thick highlights on stairs
• Use yellow color (not be confused with natural light)
• Projecting thin highlights on the middle stairs
• Typically has uniform size
• Do not require much attention
10. Visualizations for Projection–Based AR
9
• Visualizations and Sonifications
Further emphasize
• End highlight (baseline: no animation)
• Middle highlight (baseline: yellow highlight)
3. Moving edge2. Flashing edge1. Flash 4. Moving horizontal zebra 5. Moving vertical zebra
3. Blue2. Dull yellow1. Baseline
11. Visualizations for Projection–Based AR
10
• Evaluation questions
How do PLV perceive the different visualization designs?
How useful are the visualizations for stair navigation?
How secure do people feel when using our visualizations?
12. Visualizations for Projection–Based AR
11
• Method
1. Participants
• Mean age=53.9
• 6 female, 6 male
• Legally blind except P3
• 녹내장
• 색맹
• 슈타르가르트병
• 망막 질환
• 뇌종양
• Snellen chart
13. Visualizations for Projection–Based AR
12
• Method
2. Apparatus
• Emergency exit staircase with eight stairs
• Prototyped design
• Use a projector at the top of the stair
• Connect to a laptop
• Visualize with PowerPoint
• Handheld simulate
• Projected only on the 3 stairs
• Hold regular phone with the back camera facing the stairs
• Control audio feedback via TCP
14. Visualizations for Projection–Based AR
13
• Method
3. Procedure
Interview
Visualization
Experience
Session
Stair
Navigation
Session
Exit
Interview
Interview
Visualization
Experience
Session
Stair
Navigation
Session
Exit
Interview
• Check visual condition
• Visual acuity test with optometrist
• Explain how to use
• Experience 3 sound feedback, 6 end highlights, 3 middle highlights
• Walk up and down with each options
• Choose the best option
1. Walk in their original way
2. Walk with visualization
• Ask the participant’s experience
• Gave Likert-scale scores for usefulness and comfort level
15. Visualizations for Projection–Based AR
14
• Results
Effectiveness of Visualizations
“Would make life easier.”
“Having the highlights this bright is really good.”
16. Visualizations for Projection–Based AR
15
• Results
Auditory Feedback
End Highlights
Middle Highlights
Colors
• Human voice (4/12), Ding (3/12), Combination (7/12)
• Felt as an important aspect of design
• Most participants liked the original one
• Flashes and movements are distracting
• Eleven participants felt useful
• Confirm that they are still on the stairs
• Prefer yellow
• Yellow = alert
• Blue = relaxed mode
17. Visualizations for Projection–Based AR
16
• Results
Walking Time
Social Acceptance
Behavior Change
• Reduced 5~6%
• 6.59 sec → 6.17 sec
• Look down less when using visualization
• Walk up and down without holding the rail
• Facing forward
• Most were not concerned about it
• Felt as [cool]
• Might scare others
18. Visualizations for Smart Glasses
17
• Device Characteristics
Limited FOV(Field of View)
29° vertical FOV
Could be dangerous potentially
Tinted glass
19. Visualizations for Smart Glasses
18
• Visualizations and Sonifications
Most stairs are uniform, middle stairs are less important
Distinguish how close to change step
7 Stages
3ft ~ 1.5~3ft ~1.5ft Stepping down Last ~1.5ft 1.5ft~
20. 19
Visualizations for Smart Glasses
• Visualizations and Sonifications
Two visualizations
• Glow visualization
• Glow effect at the bottom of the vertical FOV
• Different colors based on the different stages
Landing Preparation Alert Middle
21. 20
Visualizations for Smart Glasses
• Visualizations and Sonifications
Two visualizations
• Path visualization
• Shows the direction of the stairs
Landing Getting close to the first stair Middle
22. 21
Visualizations for Smart Glasses
• Visualizations and Sonifications
One sonification
• Beep sonification
• Inform current position on the stairs
• Make different sound based on the different stages
• Start landing stage: no sound
• Preparation stages: low-frequency beep
• Alert stages: high-frequency beep
• Middle stairs: no sound
• End landing stage: verbally reports “Stair ends.”
23. 22
Visualizations for Smart Glasses
• Evaluation questions
How do PLV perceive the visualizations on smartglasses?
How effective are the visualizations for stair navigation?
How secure do PLV feel when using our visualizations?
24. Visualizations for Smart Glasses
23
• Method
1. Participants
• Mean age=51.6
• 5 female, 7 male
• All Legally blind
25. Visualizations for Smart Glasses
24
• Method
2. Apparatus
• Emergency exit staircase with 14 stairs (different stairs than those in the projection study)
• HoloLens v1 (34° diagonal FOV, can be used with eyeglasses)
• Mark the position of the stairs with two Vuforia image targets
3. Procedure
• Same procedure as the projection study
26. Visualizations for Smart Glasses
25
• Results
Experience with the smartglasses
• Tinted optics blocks environmental glare
• 3 PLVs’ visual acuity increased
• Tinted optics also made the environment darker
• 1 PLV’s visual acuity decreased
• Heaviness of the hardware
28. Visualizations for Smart Glasses
27
• Results
Smartglasses
Edge Highlights
• Tinted optics blocks environmental glare (3 PLVs’ visual acuity increased)
• Tinted optics also made the environment darker (1 PLV’s visual acuity decreased)
• Heaviness of the hardware
• Difficult to use because of the limited vertical FOV
• Had to angle their head down a lot
• Provide a preview for future steps
29. Visualizations for Smart Glasses
28
• Results
Glow
Path
Beep
• Easy to understand
• Colors and thicker/brighter are effective
• Some had difficulty in distinguishing colors
• 50% helpful
• 50% distracting, misleading
• All helpful
• Don’t have to look visualization information
• May not be distinguishable from environmental sounds
30. Visualizations for Smart Glasses
29
• Results
Preferences for Visualizations and Sonification
• The most commonly chosen visualization : Glow
“More useful together than separate.”
“Helpful in unfamiliar place"
31. Visualizations for Smart Glasses
30
• Results
Walking Time
Behavior Change
Psychological Security
• Increased (whether using visualizations or not)
• No significant effect of Condition
• Reported feeling safer and more confident
• Move more confidently once understand the meanings
• 2 participants walked without holding the railing
• Look down less
32. 31
Discussion
• The first research of AR stair navigation
• Increased psychological security
• Prefer projection-AR more
End highlights: stable thick yellow highlights (7/12)
Middle highlights: yellow highlights (7/12)
Glow and beep combination is chosen for HoloLens AR (6/12)
33. 32
Discussion
• Why walking time was increased with Smartglasses?
Cognitive load
Had to associate the design with the physical stairs
Visualizations did not fixed in place
• Novelty effect
34. 33
Future works
• Navigation system should be highly accurate and fast
Small error could lead to severe consequence
User’s body movement
Stair detection methods
• Real-world challenges
Use RFID for accuracy and speed
Face detection
• Lightweight smartglasses
35. 34
Criticism
• No consideration for color blindness
• Changing high-contrast stripes could cost less than visualization
• Sound effect for Smartglasses AR
• Challenging devices are discontinued
• Controlling visualizations
36. 35
What I’ve Learned
• Study of social acceptance
• Effective of AR visualization on normal people
• Tablet would be powerful at the aspect of projection AR
• Long-term evaluation (Novelty effect)