[Solomonov Seminar] 259. Solomonov seminar
Marko Grobelnik
marko.grobelnik at ijs.si
Thu Jan 23 12:32:27 CET 2014
V petek, 24. januarja bo ob 13h v Oranzni predavalnici IJS
(drugo nadstropje glavne stavbe) 259. Solomonov seminar.
Posnetki preteklih seminarjev so nahttp://videolectures.net/solomon/
Tokrat bodo sodelavci IJS predstavili nagrajeni sistem za detekcijo
padcev, ki sodi v podrocje razpoznavanja cloveskih aktivnosti.
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Hristijan Gjoreski, Simon Kozina, IJS-E9
Title:
RAReFall activity-recognition and fall-detection system at the EvAAL
competition
Abstract:
The talk will present the RAReFall system, which is a real-time activity
recognition and fall detection system. It is tuned for robustness and
real-time performance by combining human-understandable rules and
classifiers trained with machine learning algorithms. The system
consists of two wearable accelerometers sewn into elastic sports-wear,
placed on the abdomen and the right thigh. The recognition of the user's
activities and detection of falls is performed on a laptop using the raw
sensors' data acquired through Bluetooth. The system was evaluated at
the EvAAL-2013 activity recognition competition and awarded the first
place, achieving the score of 83.6%, which was for 14.2 percentage
points better than the second-place system. The evaluation was performed
in a living lab using several criteria: recognition performance,
user-acceptance, recognition delay, system installation complexity and
interoperability with other systems.
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