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Basic Vision+
The process and what stands
out
CH1 – CH2 + supplimentary

Ware:Vislab:CCOM
2D Scalar

Ware:Vislab:CCOM
Arctic Sea Ice Volume (1D
Scalar)
17.5K

~3K

Ware:Vislab:CCOM
Data Classes
 Scalar Field
• 1D
• 2D
• 3D

 Vector Field
• 1D
• 2D
• 3D

 Time Varying
• All of the above

What is a map?

 Discrete
• 1D
• K-dimensional

 Nominal
• Overlapping sets of data
with multiple nominal
attributes

 Graph G = {V,E}
•
•
•
•

Tree
Directed acyclic
Weighted graph
Hyper graph

Ware:Vislab:CCOM
Human Visual Field
100
80
60
40
20

LEFT

RIGHT
Visual Angle

θ
r

d

h
1 diopter: a lens that focuses at 1 meter.

45d Cornea
~15d Lens

d = 1/f
Acuities

Vernier super acuity (10 sec)

Grating acuity
Two Point acuity (0.5 min)

What is the ideal resolution
CAVE
iPhone

960x640 5 cm
1280x1280

 Resolution problems
 Light scattering problems
CAVE
iPhone

960x640 5 cm

128 pixels/degree
1280x1280
16,000 pixels/ deg2

14 pixels/deg
196 pixels/ deg2

 Resolution problems
 Light scattering
problems
Immersion VR
 HMD + head tracking
 Data glove
Human Spatial Acuity
Cutoff at 50 cycles/deg.
Receptors: 20 sec of arc
Pooled over larger and larger areas
100 million receptors
1 million fibers to brain
A desktop screen may have 30 pixels/cm
– need about 4 times as much.
 I phones better.
 VR displays have 5 pixels/cm





Aliasing and Anti aliasing
Input pattern
Pixel matrix

Output pattern
Temporal Aliasing
 Human Flicker fusion 50 Hz
 Temporal aliasing occurs with moving
targets
 Must compute motion blur to fix the
problem
Acuity Distribution
10
0
80
60
40
20

50

30

10

10

30

D
istance fromFovea (deg.)

50
Brain Pixels
Ware:Vislab:CCOM
Ware:Vislab:CCOM
Visual search

U fu V al
se l isu
F ldo V
ie f iew

V a
isu l
Sa o
e rch r
M n rin
o ito g
S te y
tra g

Ee
y
Mv m t
o e en
Cn l
o tro
The Process of Visual Thinking

Ware:Vislab:CCOM
Spotfire product
What we can easily find :CH2
 Visual search depends on
• Salience (low level properties)
• Tuning of low level properties
• Search skills (knowledge)

Ware:Vislab:CCOM
V1 processing

Ware:Vislab:CCOM
Pre-Attentive Processing

89097909
90949794
7520668
3775252
08032880
80808508
0808002
25809-8
548t8050
678y2970
7274047
8925272
29849628
18950078
7405492
83r7591
89789490
94952579
7705579
5928932
Color is Pre-Attentive (Pops out)

8 9 0 9 72 5 2
9 0 9 4 9 70 9
7 5 2 0 6 6 84
3775 9 9
0 8 0 30 9 - 8
8 0 8 0 8 58 0
0 8 0 8 0 0 28
258 28 0
5 4 8 t 82 7 2
6 7 8 y 2 95 0
7 2 7 4 0 4 70
8925 0 7
2 9 8 4 95 9 1
1 8 9 5 0 02 8
7 4 0 5 4 9 28
83r7 6 7
8 9 7 8 99 399
9 4 9 5 2 59 0
770557 2
5928 4 7
Generic Pre-Attentive Experiment
 Number of irrelevant
items varies
 Pre-attentive 10 msec
per item or better.

900

700

500
3
6
12
Number of distractors
Color
Orientation
Motion
Size
Simple shading
Conjunction (does not pop out)
Semantic Depth of Field
Channels = perceptual
dimensions
Symbol
Coding

Color
Channel

Form
Channel

Motion
Channel

Hue
Sat
Luminance

Size
Orient
Elong

Vertical
Horizontal
Blinking

Ware:Vislab:CCOM
Relevance
 Symbol design (nominal coding)
 Highlighting, - search guidance.
 Glyph design (quantititive symbols)

Ware:Vislab:CCOM
Mapping data to display variables
Data glyphs







Position (2)
Orientation (1)
Size (spatial frequency)
Motion (2)++
Blinking?
Color (3)

 Note we have the
problem of heterogeneity
– There is no good
solution

Star glyph
Method
Starplot glyph
How many dimensions?

Ware:Vislab:CCOM
Surplus Data into Art?

Ware:Vislab:CCOM
Symbols

Ware:Vislab:CCOM
Redundant coding
Outliers on feature dimensions
are more easily seen

Ware:Vislab:CCOM
A symbol set designed for rapid
search

Ware:Vislab:CCOM
Asymmetries in search
Add something rather than subtract something

Highlighting methods

Ware:Vislab:CCOM
Motion Highlighting
We are very sensitive to motion in the
periphery. (Peterson and Dugas, 1972)

Ware:Vislab:CCOM
How to make a reminder
-emergence (Hillstrom and Yanti, 1994)

Ware:Vislab:CCOM
Search as a process

Ware:Vislab:CCOM
Search as a process

Ware:Vislab:CCOM
Heirarchical design
aids search

Ware:Vislab:CCOM
The process (again)

Ware:Vislab:CCOM

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