Connectionists: JOB: IDIAP/EPFL (CH) - PhD positions in Visual and Multimodal Sensing for Human-Robot Interaction (HRI)
odobez
jean-marc.odobez at epfl.ch
Tue Nov 17 17:26:48 EST 2015
The Idiap Research Institute (www.idiap.ch), a laboratory associated
with EPFL (Swiss Federal Institute of Technology, Lausanne,
www.epfl.ch) seeks qualified candidates in computer vision and machine
learning for multi-modal interaction modeling.
Context:
------------
The research will be conducted in the context of MuMMER (MultiModal Mall
Entertainment Robot), a newly 4-year EU Horizon 2020 funded project
involving several leading European institutions in the field. The
project will develop a humanoid robot (based on Aldebaran's Pepper
platform) able to engage and interact autonomously and naturally with
individuals or groups or people. To support this behaviour, the project
consortium will develop and integrate new methods from audiovisual scene
processing, social-signal processing, high-level action selection, and
human-aware robot navigation. See
http://www.edinburgh-robotics.org/news/201508/h2020-funding-award-interaction-lab-heriot-watt-university.
PhD positions and requirements:
------------
The research conducted at Idiap will focus on the sensing part (persons
detection, tracking, identification, non-verbal behavior -gaze,
attention, head gestures- extraction, speaker turn detection), but with
an HRI flavor, like better accounting for robot gestures, active sensing
to reduce perception uncertainties, generating behaviors to convey
perception uncertainties, exploiting soft priors coming from
communication and dialog models, etc. Within a team of two to three PhD
students/postdocs, the PhD students are expected to advance the
state-of-the-art in this field, through the design of principled
algorithms from machine learning, computer vision, multimodal processing
and HRI, to address the above tasks.
PhD position 1: The first position has a multimodal orientation (audio
and video/depth; ego motion). The main goal will be to track the
location of people and their speaking activity using appropriate
audio-visual representations, audio-source localization and
characterization, active and adaptive audio-visual association and
behavior models (including conversation models), esp. to handle when
people are not in the field of view (but might be heard).
PhD position 2: The second position will be more oriented towards
vision/depth processing, and the modeling of face representation for the
design of head detectors/trackers and non-verbal behavior extraction
methods appropriate at different depth ranges.
These work will rely on previous experience ans software developed in
the context of previous projects.
The ideal Ph.D student should have a master in computer science,
engineering, or applied mathematics. S/he should have a good background
in mathematics, statistics, and programming (C/C++, Python, scripting
langages). Prior experience or background in statistical learning
theory, computer vision or robotics will be a plus.
The successful PhD candidate will become a doctoral student at EPFL
(http://www.epfl.ch) provided that s/he is accepted by the Doctoral
School at EPFL (http://phd.epfl.ch/applicants). Appointment for the PhD
position is for a maximum of 4 years. Annual gross salary ranges from
47,000 CHF (first year) to 50,000 CHF (last year). The starting date is
1st of March 2016, or to be negotiated.
Application:
------------
For more information, please contact Dr Jean-Marc Odobez
(odobez at idiap.ch, www.idiap.ch/~odobez), and Petr Motlicek
(petr.motlicek at idiap.ch) for Position 1. Interested candidates should
submit a cover letter, a detailed CV, and the names of three references
(or recommendation letters) through the Idiap online recruitment system
(by clicking on the position’s title at www.idiap.ch/education-and-jobs)
and email to Dr. Odobez/Motlicek. Application deadline: Dec. 10th; the
positions will remain open until suitable candidates have been found.
Indicate in your application your preference and motivation for the
available position.
About IDIAP:
------------
Idiap is an independent, non-profit research institute recognized and
supported by the Swiss Government, and affiliated with the Ecole
Polytechnique Fédérale de Lausanne (EPFL). It is located in the town of
Martigny in Valais, a scenic region in the south of Switzerland,
surrounded by the highest mountains of Europe, and offering exciting
recreational activities, including hiking, climbing and skiing, as well
as varied cultural activities. It is within close proximity to Geneva
and Lausanne. Although Idiap is located in the French part of
Switzerland, English is the working language. Free French lessons are
provided.
Idiap offers competitive salaries and conditions at all levels in a
young, dynamic, and multicultural environment. Idiap is an equal
opportunity employer and is actively involved in the "Advancement of
Women in Science" European initiative.
--
Jean-Marc Odobez,
IDIAP & EPFL Senior Researcher (EPFL MER)
IDIAP Research Institute (http://www.idiap.ch)
Tel: +41 (0)27 721 77 26
Web: http://www.idiap.ch/~odobez
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