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EUROFIT project:
Results on 3D data harmonisation
Alfredo Ballester (IBV)
FP7-ICT-2011-SME-DCL
SME initiative on Digital
Content and Languages
G.A. No.: 296116
PROJECT OVERVIEW
PROJECT RESULTS
3D harmonisation
1D to 3D enhancement
Posture harmonisation
EUROFIT project: 3D scan harmonisation
EUROFIT OVERVIEW
EUROFIT is an joint initiative co-funded
by the European Commission aimed at:
Fostering the global trade of Digital Anthropometric Data
Opening the use of 3D anthropometry to product design
Supporting SMEs to enter international markets
“EUROFIT vision is to unleash the huge potential contained in
the increasing number of databases of 3D body scans for the
European consumer goods’industries”
What is EUROFIT?
EUROFIT project: 3D scan harmonisation
Spain (HS)
11.000 subjects
Germany (HS)
12.000 subjects
Greece (Telmat)
7.000 subjects
Poland (HS)
(ongoing)
US, CA, NL, IT (Cw/HS)
Caesar - 4.800 subj.
USA (TC2)
11.000 subjects
Brazil (TC2)
(in preparation)
S. Korea (Cw)
10.000 subjects
China (HS/oth.)
(ongoing)
France (HS)
11.000 subjects
Sweden (HS)
4.000 subjects
UK (TC2)
11.000 subjects
Mexico (TC2)
16.000 subjects
Romania (HS)
(ongoing)
Thailand (TC2)
13.000 subjects
Japan
20.000 subjects
Malaysia (TC2)
12.000 subjects
Taiwan
10.000 subjects
3D raw scan databases
>> 500.000 points persubject
1D measure databases
< 100 manual measures
per subject
Ready for 1D data analysis and exploitation
> 20 countries
>> 150.000 individual sets
~16 countries
~ 120.000 individual sets
EXTRACTION
SHAPE
LOST!
1D measures
• Huge Digital Anthropometric Data
available now – both 1D and 3D
• Much more data will be generated
in the following years
3D data exists but
3D exploitation is
NOT AVAILABLE to industry
• Few tools for industrial application of 1D
data to consumer goods’ industries
EUROFIT OVERVIEW
Why EUROFIT?
EUROFIT project: 3D scan harmonisation
# Harmonisation of 3D scan data that enables cross-data analyses
# 3D enhancing of existing 1D databases
# Making 3D data available, usable and affordable to industry
# Attracting third party contributors (beyond project)
EUROFIT
pool
Offline
3D sources
1D sources
Online interactive
EUROFIT portal
3D Shape
Analysis &
developer
tools
Sector-
specific use
services
Data Owners IT SME developersand maintainers Industryend-users
EUROFIT OVERVIEW
Main S&T challenges
EUROFIT project: 3D scan harmonisation
EUROFIT OVERVIEW
Data enhancement concept
Shape
information
lost
EUROFIT project: 3D scan harmonisation
EUROFIT OVERVIEW
Concept overview
EUROFIT project: 3D scan harmonisation
Homology
Point-to-point correspondence that
• enables interpolation of shapes
• enables statistical analyses
• enables fast body part selections
PROJECT RESULTS – 3D harmonisation
Basis of the approach followed
Homologous mesh structure – Homodel
• Single mesh of 50K vertices and 99K faces
• Key anatomical landmarks associated to vertices
• Unisex semantic structure enabling body part focus
• Skeleton enabling posture corrections
EUROFIT project: 3D scan harmonisation
PROJECT RESULTS – 3D harmonisation
Process overview
Raw Scan Pre-processed Mesh
SCAN
PRE-PROCESSING
HOMODEL
CREATION
Homodel
• Hole filling
• Single surface reconstruction
• Removal of noise
• Same homologous mesh structure
• Anatomical correspondence
• Slit area correction
EUROFIT project: 3D scan harmonisation
PROJECT RESULTS – 3D harmonisation
Pre-processing of raw scans
• Holes in surface
• Multiple layers
• Noise in surface
• Physical markers
• ...
Hole-filling
Poison’s reconstruction plus surface fairing
Physical marker removal
Crop of markers followed by
Poison’s reconstruction plus surface fairing
Identification of
artificially completed
area, especially those
with low reliability
(slit areas), to be used
in automated post-
processing
Single Surface
Reconstruction
EUROFIT project: 3D scan harmonisation
Fitting of a template mesh equipped with a skeleton
to a 3D scan using a set of anatomical references.
Made in three automated steps:
• Template posing and scaling
• Template fitting to scan surface
• Post processing of slit areas
TEMPLATE-BASED HOMODEL CREATION
PROJECT RESULTS – 3D harmonisation
Homodel creation from 3D scans
Video
Raw scan
target Template
Posed &
Scaled
Template
Fitted
Homodel
Automated post processing
of slit areas using:
• Template structure
information
• Surface fairing in
selected areas
Surface distance error
per vertice <0.5mm in
most of the surface
Only >1mm in less
than 5% of the surface
0 mm
0.25 mm
0.50 mm
> 1 mm
No original surface
EUROFIT project: 3D scan harmonisation
TESTED FOR DIFFERENT 3D SCAN SOURCES, POSTURES, AND SURVEYS
PROJECT RESULTS – 3D harmonisation
Homodel creation from 3D scans
Size Spain
Human Solutions
Laser
Size Germany
Human Solutions
Laser
CAESAR US
Cyberware
Laser
Size Portugal
TC2
Structured light
EUROFIT project: 3D scan harmonisation
PROJECT RESULTS – 1D to 3D
Homodel creation from 1D measurement data
Homologous
3D data
Representative
3D+1D Database
(500-900 homodels +
measurements)
1D
data
Shape synthesis
through 30-200
Principal Components
Regression model
relating 3D shape
components to
measurements
Step 0:
Input of a list of
measurements from
any source (tape,
caliper or digital)
Step 1:
Approx.
shape
obtained
from the
model
Step 2:
Iterative
measurement &
optimisation until
all measurements
are matched
EUROFIT project: 3D scan harmonisation
Video
PROJECT RESULTS – 1D to 3D
Homodel creation from 1D measurement data
Up to
3cm
error
Nearly
zero
error
EUROFIT project: 3D scan harmonisation
PROJECT RESULTS – Shape Analysis
Posture correction and PCA
Automated fitting of a skeleton to Homodels
Automated posture alignment using inverse kinematics
Body
height
Body
mass
Limbs’
lenght
Effects in PCA results
with full bodies
Reuduction of the main
noise due to posture
EUROFIT project: 3D scan harmonisation
Thanks!
Alfredo Ballester Fernández
Alfredo.ballester@ibv.upv.es
www.eurofit-project.eu

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EUROFIT project: 3D data harmonisation - Institute of Biomechanics of Valencia

  • 1. EUROFIT project: Results on 3D data harmonisation Alfredo Ballester (IBV) FP7-ICT-2011-SME-DCL SME initiative on Digital Content and Languages G.A. No.: 296116
  • 2. PROJECT OVERVIEW PROJECT RESULTS 3D harmonisation 1D to 3D enhancement Posture harmonisation
  • 3. EUROFIT project: 3D scan harmonisation EUROFIT OVERVIEW EUROFIT is an joint initiative co-funded by the European Commission aimed at: Fostering the global trade of Digital Anthropometric Data Opening the use of 3D anthropometry to product design Supporting SMEs to enter international markets “EUROFIT vision is to unleash the huge potential contained in the increasing number of databases of 3D body scans for the European consumer goods’industries” What is EUROFIT?
  • 4. EUROFIT project: 3D scan harmonisation Spain (HS) 11.000 subjects Germany (HS) 12.000 subjects Greece (Telmat) 7.000 subjects Poland (HS) (ongoing) US, CA, NL, IT (Cw/HS) Caesar - 4.800 subj. USA (TC2) 11.000 subjects Brazil (TC2) (in preparation) S. Korea (Cw) 10.000 subjects China (HS/oth.) (ongoing) France (HS) 11.000 subjects Sweden (HS) 4.000 subjects UK (TC2) 11.000 subjects Mexico (TC2) 16.000 subjects Romania (HS) (ongoing) Thailand (TC2) 13.000 subjects Japan 20.000 subjects Malaysia (TC2) 12.000 subjects Taiwan 10.000 subjects 3D raw scan databases >> 500.000 points persubject 1D measure databases < 100 manual measures per subject Ready for 1D data analysis and exploitation > 20 countries >> 150.000 individual sets ~16 countries ~ 120.000 individual sets EXTRACTION SHAPE LOST! 1D measures • Huge Digital Anthropometric Data available now – both 1D and 3D • Much more data will be generated in the following years 3D data exists but 3D exploitation is NOT AVAILABLE to industry • Few tools for industrial application of 1D data to consumer goods’ industries EUROFIT OVERVIEW Why EUROFIT?
  • 5. EUROFIT project: 3D scan harmonisation # Harmonisation of 3D scan data that enables cross-data analyses # 3D enhancing of existing 1D databases # Making 3D data available, usable and affordable to industry # Attracting third party contributors (beyond project) EUROFIT pool Offline 3D sources 1D sources Online interactive EUROFIT portal 3D Shape Analysis & developer tools Sector- specific use services Data Owners IT SME developersand maintainers Industryend-users EUROFIT OVERVIEW Main S&T challenges
  • 6. EUROFIT project: 3D scan harmonisation EUROFIT OVERVIEW Data enhancement concept Shape information lost
  • 7. EUROFIT project: 3D scan harmonisation EUROFIT OVERVIEW Concept overview
  • 8. EUROFIT project: 3D scan harmonisation Homology Point-to-point correspondence that • enables interpolation of shapes • enables statistical analyses • enables fast body part selections PROJECT RESULTS – 3D harmonisation Basis of the approach followed Homologous mesh structure – Homodel • Single mesh of 50K vertices and 99K faces • Key anatomical landmarks associated to vertices • Unisex semantic structure enabling body part focus • Skeleton enabling posture corrections
  • 9. EUROFIT project: 3D scan harmonisation PROJECT RESULTS – 3D harmonisation Process overview Raw Scan Pre-processed Mesh SCAN PRE-PROCESSING HOMODEL CREATION Homodel • Hole filling • Single surface reconstruction • Removal of noise • Same homologous mesh structure • Anatomical correspondence • Slit area correction
  • 10. EUROFIT project: 3D scan harmonisation PROJECT RESULTS – 3D harmonisation Pre-processing of raw scans • Holes in surface • Multiple layers • Noise in surface • Physical markers • ... Hole-filling Poison’s reconstruction plus surface fairing Physical marker removal Crop of markers followed by Poison’s reconstruction plus surface fairing Identification of artificially completed area, especially those with low reliability (slit areas), to be used in automated post- processing Single Surface Reconstruction
  • 11. EUROFIT project: 3D scan harmonisation Fitting of a template mesh equipped with a skeleton to a 3D scan using a set of anatomical references. Made in three automated steps: • Template posing and scaling • Template fitting to scan surface • Post processing of slit areas TEMPLATE-BASED HOMODEL CREATION PROJECT RESULTS – 3D harmonisation Homodel creation from 3D scans Video Raw scan target Template Posed & Scaled Template Fitted Homodel Automated post processing of slit areas using: • Template structure information • Surface fairing in selected areas Surface distance error per vertice <0.5mm in most of the surface Only >1mm in less than 5% of the surface 0 mm 0.25 mm 0.50 mm > 1 mm No original surface
  • 12. EUROFIT project: 3D scan harmonisation TESTED FOR DIFFERENT 3D SCAN SOURCES, POSTURES, AND SURVEYS PROJECT RESULTS – 3D harmonisation Homodel creation from 3D scans Size Spain Human Solutions Laser Size Germany Human Solutions Laser CAESAR US Cyberware Laser Size Portugal TC2 Structured light
  • 13. EUROFIT project: 3D scan harmonisation PROJECT RESULTS – 1D to 3D Homodel creation from 1D measurement data Homologous 3D data Representative 3D+1D Database (500-900 homodels + measurements) 1D data Shape synthesis through 30-200 Principal Components Regression model relating 3D shape components to measurements Step 0: Input of a list of measurements from any source (tape, caliper or digital) Step 1: Approx. shape obtained from the model Step 2: Iterative measurement & optimisation until all measurements are matched
  • 14. EUROFIT project: 3D scan harmonisation Video PROJECT RESULTS – 1D to 3D Homodel creation from 1D measurement data Up to 3cm error Nearly zero error
  • 15. EUROFIT project: 3D scan harmonisation PROJECT RESULTS – Shape Analysis Posture correction and PCA Automated fitting of a skeleton to Homodels Automated posture alignment using inverse kinematics Body height Body mass Limbs’ lenght Effects in PCA results with full bodies Reuduction of the main noise due to posture
  • 16. EUROFIT project: 3D scan harmonisation Thanks! Alfredo Ballester Fernández Alfredo.ballester@ibv.upv.es www.eurofit-project.eu