The challenges of 3D Personal Data

Big Data Value Association
Big Data Value AssociationBig Data Value Association
“This project has received funding from the European Union’s Horizon 2020
research and innovation programme under grant agreement No 779780”.
The challenges of 3D Personal Data
Juan V. Durá
juan.dura@ibv.org
14th May 2020
What is 3D personal data?
What is 3D personal data?
Two silos
Health sector and Consumer goods. Why to share data?
• The 3D data of the health sector contains the body shape
information, not only internal body information. These data
could be used by designers and manufacturers of the
consumer goods sector.
• The 3D scanners’ in the consumer goods sector are low cost,
non-invasive, and ease of use. It makes them appealing for
widespread clinical applications and large-scale
epidemiological surveys.
Why is big data?
• Hospitals: About 2.7 petabytes a year stored in the EU26
• Consumer goods: it is estimated that currently one person is
scanned every 15 minutes in the US and Europe.
BodyPass objectives
• Generate tools for extraction of 3D model data from raw 3D
scans, and medical imaging data.
• Generate protocols and data models for privacy preserving
and secure exchange of extracted and derived data
between different parties enabling data exchange and big
data analytics across different silos
Data curation
Quality
Subject attire
Accuracy
Resolution
Acquisition time
Interoperability problems. Resolution, formats and
metadata
Interoperability problems. 3D is not a table
1
𝑛
෍
𝑖=1
𝑛
𝑋𝑖
Solution: The Standard Template
Point-to-point correspondence
Body pats (ISO 8559-1)
Same pose
Goal: Adapt the pose for aggregated data
Goal: obtain reliable/usable metrics for end-users
Digital Measuring
Step 1: landmarks location
Goal: obtain reliable/usable metrics
Digital Measuring
Step 2: measuring
The anonymization
problem
Synthetic avatars
RAW DEFACED SYNTHETIC FACE
The BODYPASS
ecosystem
Transactions
Query Types
• Type 0: Post one individual 3D data (DATA CURATION)
• Type A: Get one individual 3D data & metrics
• Type B: Get many anonymous individual 3D data &
metrics
• Type C: Get aggregated 3D data & metrics
Each data provider chooses
which queries it responds to
Query Types
• Type 0: Post one individual 3D data (DATA CURATION)
• Type A: Get one individual 3D data & metrics
• Type B: Get many anonymous individual 3D data &
metrics
• Type C: Get aggregated 3D data & metrics
Hospitals aggregated data only
BODYPASS ecosystem
Off-chain components: Data Management Plane
Consortium
http://bodypass.eu/
This project has received funding from the European Union’s Horizon 2020 research and
innovation programme under grant agreement No 779780
Part of the Big Data Value Public-Private Partnership
juan.dura@ibv.org
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The challenges of 3D Personal Data