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Rendering Effective Route Maps: Improving Usability Through Generalization

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Title: Rendering Effective Route Maps: Improving Usability Through Generalization


1
Rendering Effective Route Maps Improving
Usability Through Generalization
  • Maneesh Agrawala, Chris Stolte
  • Stanford University
  • Presented by Ken Deeter

2
(No Transcript)
3
General Idea
  • Automatically generate a route map that has the
    same properties as a hand drawn map.
  • Hand drawn maps
  • Exaggerated Lengths (non-constant scale factor)
  • No irrelevant information

4
More Specifically
  • Constant scale factor
  • Road lengths on a conventional map vary in
    several orders of magnitude small roads and
    neighborhoods are hard to navigate with large
    maps
  • Information irrelevant to navigation
  • Names of locations, places, cities, etc. that are
    all far away from the route
  • Takes up space that would be otherwise useful for
    showing crossroads and relevant landmarks

5
Cog. Psych. Research
  • Recipe for an effective route map
  • Clearly communicate all turning points
  • NOT
  • Correct lengths
  • Correct angles
  • Correct shape

6
Generalization Techniques
  • Generalize Length
  • Use more space for short roads, less for longer
    ones. Distribute based on importance, not
    physical length
  • Generalize Angle
  • Align roads or make room for others
  • Generalize Shape
  • Navigator doesnt need to know roads shape.
  • Simpler roads are easier to differentiate on a
    map.

7
Route Map Generation Pipeline
  • Input Route data
  • Process
  • Shape simplification
  • Road Layout
  • Label Layout
  • Context Layout
  • Decoration
  • Output Map image

8
Shape Simplification
  • Simplify roads but with specific constraints
  • No missing intersection
  • No false intersection
  • No wrong turn direction
  • For roads where shape is important (curvy such as
    highway ramps) be more conservative.

9
Road Layout
  • Formulated as a search in the space of all road
    layout configurations.
  • Simulated annealing to find optimal layouts
  • Requires layout scoring function, and
    perturbation function
  • Perturbation modifies a length of a road by up to
    20 or orientation by 5 degrees

10
Layout Scoring
  • Penalize for short roads
  • Penalize for change in ordering of length of
    roads
  • Penalize for change in orientation from original
  • Penalize for missing and false intersections
    (many tricky details.. See paper for speficics)
  • Penalize for bad shape if orientation of start
    and endpoints is different, or if they are too
    close

11
Remaining Layout
  • Label Tries to layout labels deterministically,
    then resorts to search for conflict resolution
  • Context Adds crossroad and landmark information
  • Decoration global orientation arrow, explicit
    turn points,

12
Output Image Size
  • Estimate at first by using simple distortion.
  • For small displays find orientation that takes
    best advantage of devices vertical scrolling
    capability (most routes are not square)
  • At the same time try to keep north as up
  • Resolution 200 pixels for routes with 10 steps
    10 pixels/step

13
Evaluation
  • 2200 users, voluntary feedback (self-selected)
  • More than 95 percent said they would use the
    system

14
Drawbacks
  • Layout still fails in some cases
  • Random search does not converge to optimal layout
  • Sometimes impossible to stay within all
    constraints
  • Not useful for long trips
  • Not useful for when people get lost
  • PDA displays more likely to have problems of
    overlapping labels

15
Demo at mapblast.com
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