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Color Science & Imaging:
Future Opportunities

Nathan Moroney,
Principal Scientist,
HP Labs,
Print Production Automation Lab
Overview
 Acknowledge   that this talk is one of the keynotes
   from the MCSL25th Anniversary symposium
 Approach    the topic as a question of color
   extrapolation
 Format    the presentation as a series of questions
 First   portion are a broad sampling of opportunities
 Last  part is more specific to my ongoing research
   interests



CIC17                                                     2
Bigger
 Future of Color Imaging
                                        Smaller
                               Novel

                 Personal


                            Intuitive
             Authentic
                                                  Pervasive
        Hybrid



CIC17                                                         3
Q: What tool would you want to
 have when you meet the president?




CIC17                                4
(Digital) Cameras




        Color photograph taken in Iraq on the cover of the Wall Street Journal 息 Zuma Press
CIC17                                                                                         5
Q: Whats a good way to remember
 something that never happened?




CIC17                          6
(Digital) Printing




        Ink jet print of me with ink jet printed Bill & Dave.
CIC17                                                           7
Q: A Softball is to a ping-pong ball
 as ?




CIC17                                  8
Ink Jet Drop Volumes
 Five      years ago 30 to 50 picoliters
 Where         a picoliter is 1/1,000,000,000,000 liter
 Currently       as low as 2 to 4 picoliters,
         with an announcement of 1 picoliter drop (~20 microns)
         example application is printing prototype flexible displays
 Roughly        from a softball to ping-pong ball
 Spot       sizes from 150 microns to 50 microns
 See       also image sensor detector sizes


CIC17                                                              9
Q: How long does it take to get a
 spectrophotometer from a benchtop
 to a printer?




CIC17                            10
1929: Benchtop




        Dr. Arthur Hardy with his spectrophotometer.
        Journal American Oil Chemists Society
CIC17                                                  11
2009: Printers




        So thats about 80 years from benchtop to printer.
CIC17                                                        12
Q: Is there more to colorants than
 dyes, pigments and the occasional
 lake?




CIC17                                13
Nanoscale Structures




    Graphene created through abrasion of graphite?

CIC17                                                14
Nanoscale Structural Color
 Carbon    nanotubes with 10 nm diameters can have
   reflectances of < 0.05%
         Z. Yang et al, Experimental Observation of an Extremely
          Dark Material Made by a low Density Nanotube Array,
          Nano Letters, (2008)
         P. Vukusic et al, Structurally assisted blackness in
          butterfly wings, Proc. R. Soc. Lond. B, S237-239 Suppl.
          4, (2004).
         X. Zhou et al, Color Detection Using Chromophore-
          Nanotube Hybrid Devices, Nano Letters (2009).




CIC17                                                           15
Q: Is Variable Data Printing just
 about paper?




CIC17                               16
Variable Data Textiles
 Spoonflower.com
         CIELAB encoded
          textile designs
          uploaded to a
          web site and then
          digitally printed
 Digital
   personalization in
   this case is color




CIC17                         17
Q: When is printing not about
 making prints?




CIC17                           18
Flexible Displays




        HP Labs  Information Surfaces Lab
        Roll-to-roll self-aligned imprint lithography flexible displays.
        Color properties a key consideration.
CIC17                                                                 19
Q: Whats a reference magazine?




CIC17                             20
The Color Thesaurus
   Magcloud.com

   Web
        service
        for indigo
        printing of
        magazines
   Mashing        of
        physical
        form
        factors


CIC17                   21
Q: How many colors per feet per
 minute are there in a high speed
 inkjet press?




CIC17                               22
Inkjet Web Press: Speed




             400 Feet per Minute
CIC17                              23
Inkjet Web Press: and Color


                                1200 x 600 dpi addressability




    Four Color CMYK Printing

        From pages per minute
        to miles per hour
CIC17                                                     24
Q: Seen any interesting color
 imaging in a museum lately?




CIC17                           25
New York MOMA: April 2009




        The Printed Picture Exhibit:
        the enormous social impact of multiple images.
CIC17                                                      26
Chromaticity Diagrams @ MOMA!



                     If today's complex
                     tools are not carefully
                     calibrated and
                     controlled they wreak
                     havoc.




CIC17                                          27
Digital Presses @ MOMA

                          In the digital realm
                          it is no longer
                          possible for a
                          photographer or
                          printer to develop an
                          intuitive grasp of
                          materials and
                          processes simply by
                          using them.




CIC17                                             28
Q: What does a book with 5000
 authors look like?




CIC17                           29
Unconstrained Color Naming on the Web =
 A Book with 5000 Authors




CIC17                                      30
Q: What do you mean, your
 computer is better at naming colors
 than you are?




CIC17                                  31
Machine Color Naming
 Every       pixel gets a color name
         Color, the only meaningful cognitive category for a single
          pixel
 Based   on large scale corpus of color names
   collected online
 Basis      for lexical image processing
 My  computer knows more color names and color
   name boundaries than I do.
 In      fact it taught me chartreuse.


CIC17                                                             32
Q: So the color naming debate is not
 just about the universalist versus
 relativist philosophical argument?




CIC17                              33
Prototype Theory vs. Fuzzy Logic

 Original                           Process
 CIELAB                             each pixel
 Slices                             one at a
                                    time



                                    Learn
 Prototype                          centroids,
 Theory                             need a
                                    distance
                                    metric

                                    Learn
 Fuzzy                              memberships,
 Logic                              need full
                                    memberships
                                    in a color
                                    space
CIC17                                       34
Q: How does color naming pixels
 help?




CIC17                             35
Lexical Quantization
 Massive, non-uniform, image independent, natural
   language partitioning of color space




        24-Bit Original   Uniform Device     Lexical
                           Quantization    Quantization
                            (27 colors)    (25 names)
CIC17                                                     36
Lexical Quantization: Image




        24-Bit Original   Uniform Device     Lexical
                           Quantization    Quantization
                            (27 colors)    (25 names)

CIC17                                                     37
Q: Is there an aesthetics of
 abstraction?




CIC17                          38
Non-Photorealistic Rendering




CIC17                           39
Future Opportunities
 Pages     per minute to miles per hour
 Digital   is the original, and its museum-worthy
 Variable    data color grows out
 Race   for flexible color displays
 Innovations    on the nano-scale
 Numbers      to names, and back again
 Questions?




CIC17                                                 40

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CIC 17 - Color Science & Imaging: Future Opportunities

  • 1. Color Science & Imaging: Future Opportunities Nathan Moroney, Principal Scientist, HP Labs, Print Production Automation Lab
  • 2. Overview Acknowledge that this talk is one of the keynotes from the MCSL25th Anniversary symposium Approach the topic as a question of color extrapolation Format the presentation as a series of questions First portion are a broad sampling of opportunities Last part is more specific to my ongoing research interests CIC17 2
  • 3. Bigger Future of Color Imaging Smaller Novel Personal Intuitive Authentic Pervasive Hybrid CIC17 3
  • 4. Q: What tool would you want to have when you meet the president? CIC17 4
  • 5. (Digital) Cameras Color photograph taken in Iraq on the cover of the Wall Street Journal 息 Zuma Press CIC17 5
  • 6. Q: Whats a good way to remember something that never happened? CIC17 6
  • 7. (Digital) Printing Ink jet print of me with ink jet printed Bill & Dave. CIC17 7
  • 8. Q: A Softball is to a ping-pong ball as ? CIC17 8
  • 9. Ink Jet Drop Volumes Five years ago 30 to 50 picoliters Where a picoliter is 1/1,000,000,000,000 liter Currently as low as 2 to 4 picoliters, with an announcement of 1 picoliter drop (~20 microns) example application is printing prototype flexible displays Roughly from a softball to ping-pong ball Spot sizes from 150 microns to 50 microns See also image sensor detector sizes CIC17 9
  • 10. Q: How long does it take to get a spectrophotometer from a benchtop to a printer? CIC17 10
  • 11. 1929: Benchtop Dr. Arthur Hardy with his spectrophotometer. Journal American Oil Chemists Society CIC17 11
  • 12. 2009: Printers So thats about 80 years from benchtop to printer. CIC17 12
  • 13. Q: Is there more to colorants than dyes, pigments and the occasional lake? CIC17 13
  • 14. Nanoscale Structures Graphene created through abrasion of graphite? CIC17 14
  • 15. Nanoscale Structural Color Carbon nanotubes with 10 nm diameters can have reflectances of < 0.05% Z. Yang et al, Experimental Observation of an Extremely Dark Material Made by a low Density Nanotube Array, Nano Letters, (2008) P. Vukusic et al, Structurally assisted blackness in butterfly wings, Proc. R. Soc. Lond. B, S237-239 Suppl. 4, (2004). X. Zhou et al, Color Detection Using Chromophore- Nanotube Hybrid Devices, Nano Letters (2009). CIC17 15
  • 16. Q: Is Variable Data Printing just about paper? CIC17 16
  • 17. Variable Data Textiles Spoonflower.com CIELAB encoded textile designs uploaded to a web site and then digitally printed Digital personalization in this case is color CIC17 17
  • 18. Q: When is printing not about making prints? CIC17 18
  • 19. Flexible Displays HP Labs Information Surfaces Lab Roll-to-roll self-aligned imprint lithography flexible displays. Color properties a key consideration. CIC17 19
  • 20. Q: Whats a reference magazine? CIC17 20
  • 21. The Color Thesaurus Magcloud.com Web service for indigo printing of magazines Mashing of physical form factors CIC17 21
  • 22. Q: How many colors per feet per minute are there in a high speed inkjet press? CIC17 22
  • 23. Inkjet Web Press: Speed 400 Feet per Minute CIC17 23
  • 24. Inkjet Web Press: and Color 1200 x 600 dpi addressability Four Color CMYK Printing From pages per minute to miles per hour CIC17 24
  • 25. Q: Seen any interesting color imaging in a museum lately? CIC17 25
  • 26. New York MOMA: April 2009 The Printed Picture Exhibit: the enormous social impact of multiple images. CIC17 26
  • 27. Chromaticity Diagrams @ MOMA! If today's complex tools are not carefully calibrated and controlled they wreak havoc. CIC17 27
  • 28. Digital Presses @ MOMA In the digital realm it is no longer possible for a photographer or printer to develop an intuitive grasp of materials and processes simply by using them. CIC17 28
  • 29. Q: What does a book with 5000 authors look like? CIC17 29
  • 30. Unconstrained Color Naming on the Web = A Book with 5000 Authors CIC17 30
  • 31. Q: What do you mean, your computer is better at naming colors than you are? CIC17 31
  • 32. Machine Color Naming Every pixel gets a color name Color, the only meaningful cognitive category for a single pixel Based on large scale corpus of color names collected online Basis for lexical image processing My computer knows more color names and color name boundaries than I do. In fact it taught me chartreuse. CIC17 32
  • 33. Q: So the color naming debate is not just about the universalist versus relativist philosophical argument? CIC17 33
  • 34. Prototype Theory vs. Fuzzy Logic Original Process CIELAB each pixel Slices one at a time Learn Prototype centroids, Theory need a distance metric Learn Fuzzy memberships, Logic need full memberships in a color space CIC17 34
  • 35. Q: How does color naming pixels help? CIC17 35
  • 36. Lexical Quantization Massive, non-uniform, image independent, natural language partitioning of color space 24-Bit Original Uniform Device Lexical Quantization Quantization (27 colors) (25 names) CIC17 36
  • 37. Lexical Quantization: Image 24-Bit Original Uniform Device Lexical Quantization Quantization (27 colors) (25 names) CIC17 37
  • 38. Q: Is there an aesthetics of abstraction? CIC17 38
  • 40. Future Opportunities Pages per minute to miles per hour Digital is the original, and its museum-worthy Variable data color grows out Race for flexible color displays Innovations on the nano-scale Numbers to names, and back again Questions? CIC17 40