D a t a - D r i v e n S u g g e s t i o n s f - - PowerPoint PPT Presentation

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D a t a - D r i v e n S u g g e s t i o n s f - - PowerPoint PPT Presentation

D a t a - D r i v e n S u g g e s t i o n s f o r C r e a t i v i t y S u p p o r t i n 3 D M o d e l i n g S i d d h a r t h a C h a u d h u r i V l a d l e n K o l


slide-1
SLIDE 1

D a t a

  • D

r i v e n S u g g e s t i

  • n

s f

  • r

C r e a t i v i t y S u p p

  • r

t i n 3 D M

  • d

e l i n g

S i d d h a r t h a C h a u d h u r i V l a d l e n K

  • l

t u n S t a n f

  • r

d U n i v e r s i t y

slide-2
SLIDE 2

B a s i c I d e a A u t

  • m

a t i c a l l y s u g g e s t w a y s i n w h i c h t h e u s e r c a n e x t e n d a b a s i c s h a p e , t

  • s

t i m u l a t e c r e a t i v e e x p l

  • r

a t i

  • n

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-3
SLIDE 3

O v e r v i e w

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-4
SLIDE 4

O v e r v i e w

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-5
SLIDE 5

O v e r v i e w

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-6
SLIDE 6

O v e r v i e w

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-7
SLIDE 7

O v e r v i e w

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-8
SLIDE 8

D a t a

  • D

r i v e n S u g g e s t i

  • n

s

  • S

u p p

  • r

t c r e a t i v e d i s c

  • v

e r y i n 3 D m

  • d

e l i n g

  • C

u s t

  • m

i z e d e x a m p l e s a n d a l t e r n a t i v e s s t i m u l a t e c r e a t i v i t y [ B

  • d

e n ' 9 , F i n k e e t a l . ' 9 2 , M a r s h ' 9 6 , W e i s b e r g ' 6 , … ]

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-9
SLIDE 9

D a t a

  • D

r i v e n S u g g e s t i

  • n

s

  • S

u p p

  • r

t c r e a t i v e d i s c

  • v

e r y i n 3 D m

  • d

e l i n g

  • C

u s t

  • m

i z e d e x a m p l e s a n d a l t e r n a t i v e s s t i m u l a t e c r e a t i v i t y [ B

  • d

e n ' 9 , F i n k e e t a l . ' 9 2 , M a r s h ' 9 6 , W e i s b e r g ' 6 , … ]

  • E

n t i r e l y u n s u p e r v i s e d

  • N
  • e

x p l i c i t s e a r c h r e q u i r e d

  • U

n e x p e c t e d y e t v a l u a b l e s u g g e s t i

  • n

s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-10
SLIDE 10

D a t a

  • D

r i v e n S u g g e s t i

  • n

s

  • S

u p p

  • r

t c r e a t i v e d i s c

  • v

e r y i n 3 D m

  • d

e l i n g

  • C

u s t

  • m

i z e d e x a m p l e s a n d a l t e r n a t i v e s s t i m u l a t e c r e a t i v i t y [ B

  • d

e n ' 9 , F i n k e e t a l . ' 9 2 , M a r s h ' 9 6 , W e i s b e r g ' 6 , … ]

  • E

n t i r e l y u n s u p e r v i s e d

  • N
  • e

x p l i c i t s e a r c h r e q u i r e d

  • U

n e x p e c t e d y e t v a l u a b l e s u g g e s t i

  • n

s

  • M

e a n i n g f u l a n d c

  • m

p a t i b l e , b e c a u s e t h e y a r e d r a w n f r

  • m

c

  • m

p l e t e p r i

  • r

m

  • d

e l s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-11
SLIDE 11

I n s p i r e M e

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-12
SLIDE 12

I n s p i r e M e

Query

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

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SLIDE 13

I n s p i r e M e

Query Suggestions

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-14
SLIDE 14

I n s p i r e M e ( v i d e

  • )

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-15
SLIDE 15

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S h a p e S e a r c h S u g g e s t i

  • n

G e n e r a t i

  • n

D i v e r s i f i c a t i

  • n

I n t e r f a c e

slide-16
SLIDE 16

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S u g g e s t i

  • n

G e n e r a t i

  • n

D i v e r s i f i c a t i

  • n

I n t e r f a c e S h a p e S e a r c h S h a p e S e a r c h

slide-17
SLIDE 17

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S h a p e S e a r c h D i v e r s i f i c a t i

  • n

I n t e r f a c e S u g g e s t i

  • n

G e n e r a t i

  • n

S u g g e s t i

  • n

G e n e r a t i

  • n
slide-18
SLIDE 18

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S h a p e S e a r c h S u g g e s t i

  • n

G e n e r a t i

  • n

D i v e r s i f i c a t i

  • n

D i v e r s i f i c a t i

  • n

I n t e r f a c e

slide-19
SLIDE 19

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S h a p e S e a r c h S u g g e s t i

  • n

G e n e r a t i

  • n

D i v e r s i f i c a t i

  • n

I n t e r f a c e I n t e r f a c e

slide-20
SLIDE 20

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S u g g e s t i

  • n

G e n e r a t i

  • n

D i v e r s i f i c a t i

  • n

I n t e r f a c e S h a p e S e a r c h S h a p e S e a r c h

slide-21
SLIDE 21

S h a p e S e a r c h

  • G
  • a

l : F i n d d a t a b a s e m

  • d

e l s f r

  • m

w h i c h s u g g e s t i

  • n

s c a n b e d r a w n f

  • r

a q u e r y s h a p e

  • R

e t r i e v e d s h a p e s s h

  • u

l d h a v e

  • S

i m i l a r g r

  • s

s s t r u c t u r e t

  • q

u e r y

  • E

x t r a p a r t s t h a t c a n b e u s e d f

  • r

s u g g e s t i

  • n

s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-22
SLIDE 22

S h a p e S e a r c h

  • H

a r d t

  • c
  • m

p a r e m e s h e s d i r e c t l y

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-23
SLIDE 23

S h a p e S e a r c h

  • H

a r d t

  • c
  • m

p a r e m e s h e s d i r e c t l y

  • R

e p r e s e n t s h a p e s w i t h a s h

  • r

t s i g n a t u r e

  • S

i g n a t u r e s c a n b e e a s i l y a n d e f f i c i e n t l y c

  • m

p a r e d f

  • r

s i m i l a r i t y

  • S

i m i l a r s i g n a t u r e s ⇒ s i m i l a r s h a p e s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-24
SLIDE 24

S h a p e S i g n a t u r e : D3 h i s t

  • g

r a m

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-25
SLIDE 25

D3 h i s t

  • g

r a m

  • B

i n p a i r s

  • f

s a m p l e p

  • i

n t s

  • n

t h e s h a p e

  • B

i n s i n d e x e d b y t h e d i s t a n c e b e t w e e n a p a i r

  • f

p

  • i

n t s , a n d t h e s h a p e d i a m e t e r ( l

  • c

a l t h i c k n e s s )

  • f

e a c h p

  • i

n t

  • C
  • m

p a r i s

  • n

b y h i s t

  • g

r a m i n t e r s e c t i

  • n

a n d p y r a m i d m a t c h i n g , f

  • r

p a r t i a l a n d a p p r

  • x

i m a t e m a t c h e s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-26
SLIDE 26

H i s t

  • g

r a m I n t e r s e c t i

  • n

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-27
SLIDE 27

H i s t

  • g

r a m I n t e r s e c t i

  • n

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

∩ =

slide-28
SLIDE 28

P y r a m i d M a t c h i n g

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-29
SLIDE 29

A d v a n t a g e

  • R
  • b

u s t t

  • p

a r t a d d i t i

  • n

/ r e m

  • v

a l

  • S

m a l l c h a n g e i n m

  • d

e l ⇒ S m a l l c h a n g e i n s i m i l a r i t y

  • R

e t r i e v e s m

  • d

e l s t h a t

  • v

e r l a p t h e q u e r y a s w e l l a s c

  • n

t a i n a d d i t i

  • n

a l p a r t s t

  • b

e u s e d f

  • r

s u g g e s t i

  • n

s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

sim( , ) = 1 sim( , ) ≈ 1

slide-30
SLIDE 30

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S h a p e S e a r c h D i v e r s i f i c a t i

  • n

I n t e r f a c e S u g g e s t i

  • n

G e n e r a t i

  • n

S u g g e s t i

  • n

G e n e r a t i

  • n
slide-31
SLIDE 31

S u g g e s t i

  • n

G e n e r a t i

  • n
  • G
  • a

l : G i v e n a d a t a b a s e m

  • d

e l , f i n d t h e p a r t s t h a n c a n a u g m e n t t h e q u e r y s h a p e

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-32
SLIDE 32

S u g g e s t i

  • n

G e n e r a t i

  • n

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

Query

slide-33
SLIDE 33

S u g g e s t i

  • n

G e n e r a t i

  • n

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

Query Correspondence scores

slide-34
SLIDE 34

S u g g e s t i

  • n

G e n e r a t i

  • n

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

Query Correspondence scores Suggestions

slide-35
SLIDE 35

S u g g e s t i

  • n

G e n e r a t i

  • n
  • G
  • a

l : G i v e n a d a t a b a s e m

  • d

e l , f i n d t h e p a r t s t h a n c a n a u g m e n t t h e q u e r y s h a p e

  • C
  • m

p u t e p

  • i

n t

  • w

i s e c

  • r

r e s p

  • n

d e n c e s b e t w e e n q u e r y a n d d a t a b a s e m

  • d

e l s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-36
SLIDE 36

S u g g e s t i

  • n

G e n e r a t i

  • n
  • G
  • a

l : G i v e n a d a t a b a s e m

  • d

e l , f i n d t h e p a r t s t h a n c a n a u g m e n t t h e q u e r y s h a p e

  • C
  • m

p u t e p

  • i

n t

  • w

i s e c

  • r

r e s p

  • n

d e n c e s b e t w e e n q u e r y a n d d a t a b a s e m

  • d

e l s

  • S

u g g e s t s e g m e n t s w i t h l

  • w

a v e r a g e m a t c h i n g s c

  • r

e

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-37
SLIDE 37

S e g m e n t a t i

  • n
  • P

r i

  • r

s e g m e n t a t i

  • n
  • f

d a t a b a s e m

  • d

e l s b a s e d

  • n

s h a p e d i a m e t e r a n d a p p r

  • x

i m a t e c

  • n

v e x i t y

  • N
  • n

e e d f

  • r

c

  • m

p a t i b l e s e g m e n t a t i

  • n
  • f

q u e r y

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-38
SLIDE 38

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • N
  • e

x p l i c i t a l i g n m e n t

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-39
SLIDE 39

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • N
  • e

x p l i c i t a l i g n m e n t

  • D

e s c r i p t

  • r

a t a p

  • i

n t c

  • n

c a t e n a t e s :

  • S

p i n i m a g e

  • H

i s t

  • g

r a m

  • f

n e i g h b

  • r

i n g p

  • i

n t s b i n n e d b y d i s t a n c e a n d S D F

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-40
SLIDE 40

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • N
  • e

x p l i c i t a l i g n m e n t

  • D

e s c r i p t

  • r

a t a p

  • i

n t c

  • n

c a t e n a t e s :

  • S

p i n i m a g e

  • H

i s t

  • g

r a m

  • f

n e i g h b

  • r

i n g p

  • i

n t s b i n n e d b y d i s t a n c e a n d S D F

  • D

e s c r i p t

  • r

s c

  • m

p a r e d b y h i s t

  • g

r a m i n t e r s e c t i

  • n

a n d p y r a m i d m a t c h i n g , t

  • a

c c

  • m

m

  • d

a t e a p p r

  • x

i m a t e a n d p a r t i a l m a t c h e s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-41
SLIDE 41

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • M

a t c h i n g a p

  • i

n t

  • n

t h e d a t a b a s e m

  • d

e l t

  • t

h e q u e r y s h a p e : n e a r e s t n e i g h b

  • r

s e a r c h i n h i g h

  • d

i m e n s i

  • n

a l d e s c r i p t

  • r

s p a c e

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-42
SLIDE 42

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • M

a t c h i n g a p

  • i

n t

  • n

t h e d a t a b a s e m

  • d

e l t

  • t

h e q u e r y s h a p e : n e a r e s t n e i g h b

  • r

s e a r c h i n h i g h

  • d

i m e n s i

  • n

a l d e s c r i p t

  • r

s p a c e

  • E

f f e c t i v e a p p r

  • a

c h : l

  • c

a l i t y s e n s i t i v e h a s h i n g

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-43
SLIDE 43

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • M

a t c h i n g a p

  • i

n t

  • n

t h e d a t a b a s e m

  • d

e l t

  • t

h e q u e r y s h a p e : n e a r e s t n e i g h b

  • r

s e a r c h i n h i g h

  • d

i m e n s i

  • n

a l d e s c r i p t

  • r

s p a c e

  • E

f f e c t i v e a p p r

  • a

c h : l

  • c

a l i t y s e n s i t i v e h a s h i n g

  • H

I K + p y r a m i d m a t c h n

  • t

a n L S H

  • f

r i e n d l y m e t r i c

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-44
SLIDE 44

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • M

a t c h i n g a p

  • i

n t

  • n

t h e d a t a b a s e m

  • d

e l t

  • t

h e q u e r y s h a p e : n e a r e s t n e i g h b

  • r

s e a r c h i n h i g h

  • d

i m e n s i

  • n

a l d e s c r i p t

  • r

s p a c e

  • E

f f e c t i v e a p p r

  • a

c h : l

  • c

a l i t y s e n s i t i v e h a s h i n g

  • H

I K + p y r a m i d m a t c h n

  • t

a n L S H

  • f

r i e n d l y m e t r i c

  • B

u t i s M e r c e r k e r n e l !

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-45
SLIDE 45

C

  • m

p u t i n g C

  • r

r e s p

  • n

d e n c e s

  • M

a t c h i n g a p

  • i

n t

  • n

t h e d a t a b a s e m

  • d

e l t

  • t

h e q u e r y s h a p e : n e a r e s t n e i g h b

  • r

s e a r c h i n h i g h

  • d

i m e n s i

  • n

a l d e s c r i p t

  • r

s p a c e

  • E

f f e c t i v e a p p r

  • a

c h : l

  • c

a l i t y s e n s i t i v e h a s h i n g

  • H

I K + p y r a m i d m a t c h n

  • t

a n L S H

  • f

r i e n d l y m e t r i c

  • B

u t i s M e r c e r k e r n e l !

  • C

a n u s e K e r n e l i z e d L S H [ K u l i s a n d G r a u m a n ' 9 ]

– 6

x s p e e d u p

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-46
SLIDE 46

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

S h a p e S e a r c h S u g g e s t i

  • n

G e n e r a t i

  • n

I n t e r f a c e D i v e r s i f i c a t i

  • n

D i v e r s i f i c a t i

  • n
slide-47
SLIDE 47

D i v e r s i f i c a t i

  • n
  • P

r

  • b

l e m: L a r g e d a t a b a s e s c

  • n

t a i n m a n y n e a r

  • i

d e n t i c a l s h a p e s

  • I

f

  • n

e i s a g

  • d

m a t c h , s

  • a

r e i t s t w i n s

  • M
  • s

t

  • f

t h e t

  • p
  • r

a n k e d

  • p

t i

  • n

s l

  • k

t h e s a m e

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-48
SLIDE 48

D i v e r s i f i c a t i

  • n
  • P

r

  • b

l e m: L a r g e d a t a b a s e s c

  • n

t a i n m a n y n e a r

  • i

d e n t i c a l s h a p e s

  • I

f

  • n

e i s a g

  • d

m a t c h , s

  • a

r e i t s t w i n s

  • M
  • s

t

  • f

t h e t

  • p
  • r

a n k e d

  • p

t i

  • n

s l

  • k

t h e s a m e

  • M

a x i m a l M a r g i n a l R e l e v a n c e ( M M R ) b r e a k s u p l

  • n

g r u n s

  • f

s i m i l a r r e s u l t s i n a r a n k e d l i s t [ C a r b

  • n

e l l a n d G

  • l

d s t e i n ' 9 8 ]

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-49
SLIDE 49

R e s u l t s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-50
SLIDE 50

R e s u l t s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-51
SLIDE 51

R e s u l t s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-52
SLIDE 52

R e s u l t s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-53
SLIDE 53

R e s u l t s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-54
SLIDE 54

I n f

  • r

m a l S t u d i e s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

  • 1

2 a r t i s t u s e r s

  • 3

p r

  • f

e s s i

  • n

a l

  • 8

a r t s t u d e n t s

  • 1

C S s t u d e n t + h

  • b

b y i s t m

  • d

e l e r

  • 2
  • h
  • u

r s e s s i

  • n

s

  • 2

p r

  • t
  • t

y p i n g t a s k s ( ~ 1 h

  • u

r p e r t a s k ) :

  • C

r e a t u r e s

  • A

i r c r a f t

  • I

n s p i r e M e + M a y a / 3 d s M a x ( f

  • r

i n i t i a l q u e r y s h a p e + a d j u s t i n g p l a c e m e n t )

slide-55
SLIDE 55

I n f

  • r

m a l S t u d i e s : C r e a t u r e s

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-56
SLIDE 56

I n f

  • r

m a l S t u d i e s : A i r c r a f t

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-57
SLIDE 57

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

F u t u r e W

  • r

k

  • M
  • r

e d a t a

  • d

r i v e n t e c h n i q u e s f

  • r
  • p

e n

  • e

n d e d d e s i g n

slide-58
SLIDE 58

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

F u t u r e W

  • r

k

  • M
  • r

e d a t a

  • d

r i v e n t e c h n i q u e s f

  • r
  • p

e n

  • e

n d e d d e s i g n

  • U

t i l i z e s e m a n t i c i n f

  • r

m a t i

  • n

a b

  • u

t s h a p e s t

  • r

e s

  • l

v e a m b i g u i t i e s i n p u r e l y g e

  • m

e t r i c m e t h

  • d

s

slide-59
SLIDE 59

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

F u t u r e W

  • r

k

  • M
  • r

e d a t a

  • d

r i v e n t e c h n i q u e s f

  • r
  • p

e n

  • e

n d e d d e s i g n

  • U

t i l i z e s e m a n t i c i n f

  • r

m a t i

  • n

a b

  • u

t s h a p e s t

  • r

e s

  • l

v e a m b i g u i t i e s i n p u r e l y g e

  • m

e t r i c m e t h

  • d

s

  • D

e v e l

  • p

m

  • r

e l a r g e d a t a b a s e s

  • f

3 D c

  • n

t e n t , t

  • d

r i v e d a t a

  • d

r i v e n c

  • n

t e n t c r e a t i

  • n
slide-60
SLIDE 60

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

slide-61
SLIDE 61

S i d d h a r t h a C h a u d h u r i a n d V l a d l e n K

  • l

t u n , S t a n f

  • r

d U n i v e r s i t y

T h a n k Y

  • u