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© Copyright 2017 HP Inc.
A Multi-Material, Volumetric, Voxel-By-Voxel Content
Processing Pipeline for Color and Beyond
Peter Morovič*, Ján Morovič*, Ingeborg Tastlº, Melanie Gottwalsº, Gary Dispotoº

*HP Inc., Barcelona, Catalonia, Spain, ºHP Inc., Palo Alto (CA), USA
Presented at CIC 25, 14 September 2017, Lillehammer, Norway
© Copyright 2017 HP Inc.
Outline
• Pub Quiz
• Volumetric probability control domain
• Halftoning
• Building resources
• Results
© Copyright 2017 HP Inc.
HANS3D printed part
using first continuous
color & mechanically
robust resources in
December ’14

at HP Labs Palo Alto
Pub quiz question:
How and when was
this printed?
© Copyright 2017 HP Inc.
Case study: a chair (or a robot)
© Copyright 2017 HP Inc.
Atomic states: Mvecs
Label Cyan Magenta Yellow NIRD
Blank 0 0 0 0
N 0 0 0 1
Y 0 0 1 0
YN 0 0 1 1
M 0 1 0 0
MN 0 1 0 1
MY 0 1 1 0
MYN 0 1 1 1
C 1 0 0 0
CN 1 0 0 1
CY 1 0 1 0
CYN 1 0 1 1
CM 1 1 0 0
CMN 1 1 0 1
CMY 1 1 1 0
CMYN 1 1 1 1
N Y M MY
C CY CM CMY
Mvecs allow for
explicit/precise choice
of material
combination they
define the domain
• For set of agents + powders, the set of all their
possible combinations = set of atomic states: at-
voxel base materials
• For CMYN agents + single powder & binary use: set of
all base materials: 24 = 16 Mvecs (material vectors)
• Also: not just materials but anything that can be
controlled or specified per-voxel (temperature,
spectrum, powders, agents, …) is a dimension in the
Mvec domain!
M1 M2 M3 M4
© Copyright 2017 HP Inc.
Combining atomic states: Mvocs
• The ‘bill of materials’ over a unit volume:

Material Volume Coverages - Mvocs

*The probability distribution of materials
Mvocs allow for explicit/
precise control of the
proportions of material
combinations (Mvecs)
used over a volume
© Copyright 2017 HP Inc.
Combining Mvocs
• Volume-proportional combinations of
relative uses of materials, or:

convex combinations (via
barycentric coordinates) of convex
combinations of materials
• Volumetric transitioning of proportions
+ guarantee of no materials other than
those used in vertices involved in the
combination → smoothness of
transitioning ‘for free’
© Copyright 2017 HP Inc.
Building a mapping: Color to Mvocs
• Knowing what object property is achieved by
what Mvoc → build LUTs simply by putting
known object properties in correspondence
with Mvocs and interpolating by volumetric
convex combinations in-between
• Simple color example: hand-assign Mvocs
found to give certain colors to eight
vertices of RGB cube - other RGBs get
Mvocs from tetrahedral interpolation between 8
defined vertices (at most 4 at a time)
© Copyright 2017 HP Inc.
Halftoning objectives
• Given an Mvoc that determines probabilities of individual Mvecs
(materials) → distribute Mvecs over the volume they are
assigned to such that Mvoc proportions hold
© Copyright 2017 HP Inc.
PARAWACS3D
• PARAWACS3D: Single 3D matrix based halftoning (Parallel Random Weighted Area Coverage
Selection) - at location [x, y, z] Mvoc is compared against a value from a matrix ← all [x, y, z]
locations of a volume at once
• Using a 3D matrix allows for explicit control of 3D relationships (complementarity,
connectivity, level density, clustered, dispersed…)
© Copyright 2017 HP Inc.
The RGB cube
• First continuous color sample with prototype-grade mechanical properties 

← within HP and outside
• Hand-built resources ← smoothness ‘for free’ without printing and measuring
any samples, linearity not (applied via 1D curves)
• But! A pipeline that is not color-specific

[object properties → Mvocs → Mvecs]
© Copyright 2017 HP Inc.
Structural Halftoning
Spatial Structure
Vector (STL)
Sliced Spatial

Structure
3D Structured
blue-noise (12b)
Print-ready 3DHT

of RGB Cube
© Copyright 2017 HP Inc.
Conclusions
• Takeaways about HANS3D:
• 3D-native, volumetric control of voxel contents
• Any [object property to volumetric voxel
probability] mapping possible
• Super-set of any other possible approach
(everything can be expressed as a volumetric
probability distribution of voxel contents + spatial
arrangement)
• Next steps
• Applying to other properties (visual, mechanical,
electrical, chemical, optical, …) and multiple
properties: e.g. a “strong red”, “translucent
yellow”, “pining blue” …
© Copyright 2017 HP Inc.
Takk så mye!
• Africa Real
• Annarosa Multari
• Andrew Fitzhugh
• Albert Serra
• David Gaston
• Hou T Ng
• Jay Gondek
• Juan Manuel Garcia Reyero
• Keith Moore
• Lihua Zhao
• Ramon Pastor
• Sascha de Peña
🎂

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HANS3D: A Multi-Material, Volumetric, Voxel-By-Voxel Content Processing Pipeline for Color and Beyond

  • 1. © Copyright 2017 HP Inc. A Multi-Material, Volumetric, Voxel-By-Voxel Content Processing Pipeline for Color and Beyond Peter Morovič*, Ján Morovič*, Ingeborg Tastlº, Melanie Gottwalsº, Gary Dispotoº *HP Inc., Barcelona, Catalonia, Spain, ºHP Inc., Palo Alto (CA), USA Presented at CIC 25, 14 September 2017, Lillehammer, Norway
  • 2. © Copyright 2017 HP Inc. Outline • Pub Quiz • Volumetric probability control domain • Halftoning • Building resources • Results
  • 3. © Copyright 2017 HP Inc. HANS3D printed part using first continuous color & mechanically robust resources in December ’14
 at HP Labs Palo Alto Pub quiz question: How and when was this printed?
  • 4. © Copyright 2017 HP Inc. Case study: a chair (or a robot)
  • 5. © Copyright 2017 HP Inc. Atomic states: Mvecs Label Cyan Magenta Yellow NIRD Blank 0 0 0 0 N 0 0 0 1 Y 0 0 1 0 YN 0 0 1 1 M 0 1 0 0 MN 0 1 0 1 MY 0 1 1 0 MYN 0 1 1 1 C 1 0 0 0 CN 1 0 0 1 CY 1 0 1 0 CYN 1 0 1 1 CM 1 1 0 0 CMN 1 1 0 1 CMY 1 1 1 0 CMYN 1 1 1 1 N Y M MY C CY CM CMY Mvecs allow for explicit/precise choice of material combination they define the domain • For set of agents + powders, the set of all their possible combinations = set of atomic states: at- voxel base materials • For CMYN agents + single powder & binary use: set of all base materials: 24 = 16 Mvecs (material vectors) • Also: not just materials but anything that can be controlled or specified per-voxel (temperature, spectrum, powders, agents, …) is a dimension in the Mvec domain! M1 M2 M3 M4
  • 6. © Copyright 2017 HP Inc. Combining atomic states: Mvocs • The ‘bill of materials’ over a unit volume:
 Material Volume Coverages - Mvocs
 *The probability distribution of materials Mvocs allow for explicit/ precise control of the proportions of material combinations (Mvecs) used over a volume
  • 7. © Copyright 2017 HP Inc. Combining Mvocs • Volume-proportional combinations of relative uses of materials, or:
 convex combinations (via barycentric coordinates) of convex combinations of materials • Volumetric transitioning of proportions + guarantee of no materials other than those used in vertices involved in the combination → smoothness of transitioning ‘for free’
  • 8. © Copyright 2017 HP Inc. Building a mapping: Color to Mvocs • Knowing what object property is achieved by what Mvoc → build LUTs simply by putting known object properties in correspondence with Mvocs and interpolating by volumetric convex combinations in-between • Simple color example: hand-assign Mvocs found to give certain colors to eight vertices of RGB cube - other RGBs get Mvocs from tetrahedral interpolation between 8 defined vertices (at most 4 at a time)
  • 9. © Copyright 2017 HP Inc. Halftoning objectives • Given an Mvoc that determines probabilities of individual Mvecs (materials) → distribute Mvecs over the volume they are assigned to such that Mvoc proportions hold
  • 10. © Copyright 2017 HP Inc. PARAWACS3D • PARAWACS3D: Single 3D matrix based halftoning (Parallel Random Weighted Area Coverage Selection) - at location [x, y, z] Mvoc is compared against a value from a matrix ← all [x, y, z] locations of a volume at once • Using a 3D matrix allows for explicit control of 3D relationships (complementarity, connectivity, level density, clustered, dispersed…)
  • 11. © Copyright 2017 HP Inc. The RGB cube • First continuous color sample with prototype-grade mechanical properties 
 ← within HP and outside • Hand-built resources ← smoothness ‘for free’ without printing and measuring any samples, linearity not (applied via 1D curves) • But! A pipeline that is not color-specific
 [object properties → Mvocs → Mvecs]
  • 12. © Copyright 2017 HP Inc. Structural Halftoning Spatial Structure Vector (STL) Sliced Spatial
 Structure 3D Structured blue-noise (12b) Print-ready 3DHT
 of RGB Cube
  • 13. © Copyright 2017 HP Inc. Conclusions • Takeaways about HANS3D: • 3D-native, volumetric control of voxel contents • Any [object property to volumetric voxel probability] mapping possible • Super-set of any other possible approach (everything can be expressed as a volumetric probability distribution of voxel contents + spatial arrangement) • Next steps • Applying to other properties (visual, mechanical, electrical, chemical, optical, …) and multiple properties: e.g. a “strong red”, “translucent yellow”, “pining blue” …
  • 14. © Copyright 2017 HP Inc. Takk så mye! • Africa Real • Annarosa Multari • Andrew Fitzhugh • Albert Serra • David Gaston • Hou T Ng • Jay Gondek • Juan Manuel Garcia Reyero • Keith Moore • Lihua Zhao • Ramon Pastor • Sascha de Peña 🎂