guillaume avrin laboratoire national de et (lne) · 2020. 10. 22. · laboratoire national de...

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1 st ACRE workshop Guillaume AVRIN Laboratoire national de métrologie et d’essais (LNE) 17/10/2020 www.metricsproject.eu [email protected]

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Page 1: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

1st ACRE workshop

Guillaume AVRINLaboratoire national de métrologie et d’essais (LNE)

17/10/2020

www.metricsproject.eu [email protected]

Page 2: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

www.metricsproject.eu

AI and roboticssupply

AI and roboticsdemand

Need: evaluation of AI and Robotics

Black-box, non convex, evolutive systems

Trustworthy and efficient functionalities

Page 3: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

The aim of the project is to organize challenge-led robotics and AI competitions in four priority areas identified by the European Commission.

www.metricsproject.eu

Healthcare Agri-food Inspection and maintenance of infrastructure

Agile production

AI &

robotics

Page 4: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

Evaluation framework based on metrological principles ensuring repeatable measurements and reproducible experiments

www.metricsproject.eu

1

Development of the Evaluation Framework

2

Organization of the 4 competitions

3

Consolidation of the European robotics and AI community

Combination of evaluations of AI modules and entire robots

Collaborations with DIH and external sponsors to ensure industrial relevance

Page 5: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

www.metricsproject.eu

METRICS consortium relies on the collaboration of 17 partners from 8 EU countries (Estonia,Finland, France, Germany, Italy, Romania, Spain, United Kingdom), which will contribute tostrengthening the European AI and robotics communities, including in EU Widening countries

Page 6: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

www.metricsproject.eu

Task benchmarks (TBM)Functionality

benchmarks (FBM)

A

B

TBM1 : To fetch for a glass of water whenasked

FBM-1 : To understand fetching ordersFBM-2 : To detectobstacles…FBM-N : To grab a drink

Page 7: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

www.metricsproject.eu 7

HEART-METHealthcare

ACREAgri-food

RAMIInspection and maintenance

ADAPT

Agile production

Assistive robots1. Assess activity state2. Item delivery3. Area coverage4. Prepare drink5. Receive and transport drink

To be seen today…

Inspection autonomous robots1. Submarine: pipeline area

inspection and intervention2. Aerial: punctual and

repetitive inspection in difficult access areas

Collaborative assembly robots1. Collaborative programming

for assembly2. Collaborative assembly of

complex parts

Page 8: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

• The data used to evaluate the AI algorithms of the robots during the cascade evaluation is the one which is collected during the filed evaluation

www.metricsproject.eu 8

« Raw » data

Field evaluationcampaign

Annotation and qualification

Cascade evaluationcampaign

Test data

Page 9: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

• Field and cascade evaluation campaigns are going to organized as follows:

www.metricsproject.eu 9

Preparation of the evaluation

plansDry Run 1st Campaign 2nd Campaign

0

20

40

60

80

2020 2021 2022

Erro

r ra

te (

%)

Participant 1

Participant 2

Participant 3

Participant 4

Page 10: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

As a participant:

• What: take part in one of the METRICS competitions by registering your technological solution to the corresponding evaluation campaigns (a robot for field evaluations and/or an AI algorithm for cascade evaluations).

• Why: take advantage, free of charge, of the evaluation tools made available by the consortium, test your system, position it in relation to those of the other participants and set up new collaborations.

• How: contact the coordinator of the corresponding competition (e.g. [email protected] for the agri-food competition).

As a sponsor:

• What: help us drive the competition through sponsorship (cash or in-kind contribution) as well as active involvement in the definition of the scenarios, evaluation criteria and judging of the competitions.

• Why: a unique opportunity to shape the competition challenges, rules and evaluation criteria to make them meaningful to your business current and future needs in robotics.

• How: contact the METRICS coordinator at [email protected].

www.metricsproject.eu 10

Page 11: Guillaume AVRIN Laboratoire national de et (LNE) · 2020. 10. 22. · Laboratoire national de métrologieet d’essais(LNE) 17/10/2020 guillaume.avrin@lne.fr . AI and robotics supply

www.metricsproject.eu | [email protected]