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http://www.cg.info.hiroshima-cu.ac.j Computer Graphics Laboratory, Hiroshima City Univer Mixing paints for generating metamerism art under 2 lights and 3 object colors Daisuke Miyazaki Kanami Takahashi Masashi Baba Hirooki Aoki Ryo Furukawa Masahito Aoyama Shinsaku Hiura
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Metamerism Art 2013

Jan 15, 2015

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メタメリズムを使ったアート作品を作るための絵の具の調合割合を計算する手法を開発しました.ある光のもとで観測した油絵と別の光のもとで観測した油絵が異なる絵に見えるトリックアート作品を作ることができます.
We proposed a method to estimate the mixing ratio of oil paints in order to create artistic illusion caused by metameric paints. You can create artistic illusion that makes different picture seen under different light.
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Page 1: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

Computer Graphics Laboratory, Hiroshima City University

Mixing paints for generating metamerism art under 2 lights and 3

object colors

Daisuke Miyazaki Kanami Takahashi

Masashi Baba Hirooki Aoki

Ryo Furukawa Masahito Aoyama

Shinsaku Hiura

Page 2: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Metamer sets

Light 1

Light 2

Same

Different

R: 93G: 79B: 94

R: 93G: 79B: 93

R: 81G: 77B: 98

R: 99G: 82B: 101

Introduction(1/3) Perception(3) Reflection model(5) Cost function(4) Experiment(3)

Page 3: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Related work

Art [Valluzzi 2012] Watermark [Bala, Braun, Loce 2009]

[Our work]Intentionally cause expected metamerism for oil painting art

Introduction(2/3) Perception(3) Reflection model(5) Cost function(4) Experiment(3)

Microbiology [Kobayashi, Yamada, Hiraishi, Nakauchi 2012]

Page 4: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Light 1 Light 2

Mix paint 3

Mix paint 1

Mix paint 2

Purpose

Introduction(3/3) Perception(3) Reflection model(5) Cost function(4) Experiment(3)

Page 5: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Light ObjectSpectral responseCIE-XYZ value

Human perception

Introduction(3) Perception(1/3) Reflection model(5) Cost function(4) Experiment(3)

400nm

800nm

Page 6: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Spectral distribution: same color

Color matching func.(CIE-XYZ)

Light 1 Paint 1

Paint 2

X: 0.36Y: 0.50Z: 0.14

X: 0.36Y: 0.50Z: 0.14

Light 1Color matching func.(CIE-XYZ)

Introduction(3) Perception(2/3) Reflection model(5) Cost function(4) Experiment(3)

Page 7: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Spectral distribution: different color

Color matching func.(CIE-XYZ)

Light 2 Paint 1

Paint 2

X: 0.35Y: 0.48Z: 0.17

X: 0.38Y: 0.46Z: 0.16

Light 2Color matching func.(CIE-XYZ)

Introduction(3) Perception(3/3) Reflection model(5) Cost function(4) Experiment(3)

Page 8: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Reflection model of mixing paints

[Finlayson, Morovic 2005][Alsam, Finlayson 2007][Miyazaki, Nakamura, Baba, Furukawa, Aoyama, Hiura, Asada 2012]

pp NN dwdwdws 2211pN

p

w

Nww ddds 2121

Elegant relationship

pp

pN

p NN

w

Nww dwdwdwddds logloglogexp 221121

21

Previous model: linear model Our model: exponential model

Our model = linear model in logarithmic space

Introduction(3) Perception(3) Reflection model(1/5) Cost function(4) Experiment(3)

d: spectral reflectancew: mixing weight

Page 9: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Incident light Diffusely reflected light

d1 =10

Reflectance: Paint 1

Introduction(3) Perception(3) Reflection model(2/5) Cost function(4) Experiment(3)

Page 10: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Incident light Diffusely reflected light

d2 =10

Reflectance: Paint 2

Introduction(3) Perception(3) Reflection model(3/5) Cost function(4) Experiment(3)

Page 11: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Incident light Diffusely reflected light

Reflectance =110

7 3d1 d2

101

Reflectance: Paint 1 & 2

Introduction(3) Perception(3) Reflection model(4/5) Cost function(4) Experiment(3)

Page 12: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Light E

Mixing weight w

Database D

Perception P

Recognized color

PEDw

Introduction(3) Perception(3) Reflection model(5/5) Cost function(4) Experiment(3)

Page 13: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Dw1 D

w2Dw3

Paint 1 Paint 3 Paint 2

Cost function

Introduction(3) Perception(3) Reflection model(5) Cost function(1/4) Experiment(3)

Page 14: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Cost function

Page 15: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

PE D1w1 PE D PE D1 1

w w3 2

PE D PE D PE Dw w w2 2 2

1 3 2

Paint 1 Paint 3 Paint 2

Paint 1 Paint 3 Paint 2

E1

E2

Cost function

Introduction(3) Perception(3) Reflection model(5) Cost function(2/4) Experiment(3)

Page 16: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

PE D1w3

PE Dw

23

PE D1w1 PE D1

w2

PE D PE Dw w2 2

1

PE D1w3

PE Dw

23 2

min

min

max

max

Cost function

Page 17: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

min PE D1w1 PE D PE D PE D1 1 1

w w w3 3 2

PE D PE D PE D PE Dw w w w2 2 2 2

1 3 3 2min

max

max

Cost function

Introduction(3) Perception(3) Reflection model(5) Cost function(3/4) Experiment(3)

Page 18: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

arg minw1, w2, w3

PE D1w1 PE D PE D PE D

2 0.51 1 1

w w w3 3 2

20.5PE D PE D PE D PE Dw w w w

2 2 2 21 3 3 2

Cost function

Introduction(3) Perception(3) Reflection model(5) Cost function(4/4) Experiment(3)

Page 19: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Artificial sunlight

Hyper-spectral camera

Diffuse whitereflectance standard

Narrow-bandfilter

Oil paints

Experimental equipments

Introduction(3) Perception(3) Reflection model(5) Cost function(4) Experiment(1/3)

Page 20: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Synthesized paint 3

Synthesized paint 2

Synthesized paint 1

Result

Introduction(3) Perception(3) Reflection model(5) Cost function(4) Experiment(2/3)

Page 21: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

CG Lab, Hiroshima City University

Page 22: Metamerism Art 2013

http://www.cg.info.hiroshima-cu.ac.jp/

Computer Graphics Laboratory, Hiroshima City University

(c) Daisuke Miyazaki 2013All rights reserved.

http://www.cg.info.hiroshima-cu.ac.jp/~miyazaki/Daisuke Miyazaki, Kanami Takahashi, Masashi Baba, Hirooki

Aoki, Ryo Furukawa, Masahito Aoyama, Shinsaku Hiura, “Mixing paints for generating metamerism art under 2 lights

and 3 object colors,” CPCV, 2013.