TecFOr 2010, Seminario Sicurezza

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© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved TecFOr 2010, Seminario Sicurezza TechFOr TechFOr 2010, 18 Maggio, Fiera di Roma 2010, 18 Maggio, Fiera di Roma Conferenza SELEX Sistemi Integrati & AFCEA Capitolo di Roma Conferenza SELEX Sistemi Integrati & AFCEA Capitolo di Roma "Tecnologie Abilitanti e Sistemi per la Sicurezza: il contributo delle Università e dei Centri di Ricerca" Sistemi multisensoriali intelligenti per la sicurezza

Transcript of TecFOr 2010, Seminario Sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

TecFOr 2010, Seminario Sicurezza

TechFOrTechFOr 2010, 18 Maggio, Fiera di Roma2010, 18 Maggio, Fiera di Roma

Conferenza SELEX Sistemi Integrati & AFCEA Capitolo di RomaConferenza SELEX Sistemi Integrati & AFCEA Capitolo di Roma

"Tecnologie Abilitanti e Sistemi per la Sicurezza: il contributo delle Università e dei Centri di Ricerca"

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

COMPONENTIMULTISENSORIALI

multitemporale

multispettrale

…..

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

multitemporale

multispettrale

…..

DESCRIZIONE E

RICONOSCIMENTO

COMPONENTISENSORIALI

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

DESCRIZIONE E

RICONOSCIMENTO

AGENTIINTELLIGENTI

EntitàFisiche

COMPONENTISENSORIALI

EntitàSoftware

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Visual and Infrared CameraUltrasonic Sensors

ThermocamerasRange Finder - Laser – Sonar

RFID

COMPONENTI SENSORIALI

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Principal Component AnalysisIndependent Component Analysis

Wavelet-Contourlet TransformSingular Value DecompositionEmpirical Mode Decomposition

Scale Invariant Feature TransformSpeeded Up Robust Features

DESCRIZIONE

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

S1 S4

S3

S2

Neural NetworkSelf Organized MapFinite State Machine

Hidden Markov ModelDecision TreeFuzzy Logic

RICONOSCIMENTO

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Activity RecognitionEvent Detection

Anomalies DetectionObject Detection

People Detection and RecognitionRemote Environment Fruition

RICONOSCIMENTO

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Activity Monitoring in public environments • Recognize Moving People in the environment

• Estimate their positions in the observed area• Detect People Behaviors• Prevent Illegal Activities

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Activity Monitoring in public environments

• Moving Object Detection • Shadow Removing• People Detection• Activity Modeling

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Sistemi multisensoriali intelligenti per la sicurezza

Activity Monitoring in public environments

• People tracking • Access Violation• Removed Object• Abandoned Object

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Activity Monitoring in public environments

• People Detection• Posture Estimation • Temporal Posture Analysis• Activity Recognition

Sistemi multisensoriali intelligenti per la sicurezza

HMM N

HMM 3

HMM 2

HMM 1

Score N

Score 3

Score 2

Score 1

Activity

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Activity Monitoring in public or private buildings

Sistemi multisensoriali intelligenti per la sicurezza

People detection and trackingHuman Body Component Segmentation

Gesture Modeling Automatic Human Gesture recognition FSM

0 1 2Stati mano destra

1 4 7 10 13 16 19 22 25 28 31 34 37 40 43 46 49 52 55 58 61

N° Frame

Stati mano sinistra

1 4 7 10 13 16 19 22 25 28 31 34 37 40 43 46 49 52 55 58 61

N° Frame

[ 0 1 2 ] [ 0 1 2 ]

Finite State Machine

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Environment Patrolling by moving platforms • Mapping• Autonomous Navigation • Object Detection and Localization• People Detection and Following• 3D Reconstruction

Object localizationMulti-sensor System: Visible Cameras

Laser Range Finder Ultrasonic Sensors

RFID System

Object detection

3D Reconstruction

People Following

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Multirobot Cooperation

• Multi-robot task allocation• Distributed Control of Heterogeneous Robotic Networks• Decentralized Consensus-based Target Tracking• Multi-Robot Distributed Perception and Decision Making• Fault tolerance and Communication reliability

Sistemi multisensoriali intelligenti per la sicurezza

Application domains:

Multi-Target ObservationArea CoverageMultirobot mappingExploration

Expecially in hostile or complex environments

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Environment Modeling • 2D Mapping• 3D Environment Reconstruction • 3D Scene Reconstruction

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Environment Modeling• 2D Mapping• 3D Environment Reconstruction • 3D Scene Reconstruction

Sistemi multisensoriali intelligenti per la sicurezza

Contesti applicativi

Prevenzione ed analisi del rischio di eventi naturali (frane,…) o accertamento di mutamenti nella morfologia della scena dovuti all’uomo.

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Autonomous Robot Navigation • Control Architecture• Self-Localization • Scan Matching• Map Building• Obstacle Avoidance• Visual Odometry• Path Planning• Goal Reaching

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Environment Patrollingby moving platforms

• Mission Control• Laser-based people detection and tracking • Visual-based Scene Change Detector• Laser-based Scene Change Detector• RFID for object localization

New object detected

Detection of new or removed objects

Scan Matching

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Goal Line Monitoring

Multi-camera System: 4 synchronized cameras

with high temporal resolution (200 fps

640x480)

• Ball Detection and Tracking• Data Synchronization• Goal Event Decision Making

Sistemi multisensoriali intelligenti per la sicurezza

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Goal Line Monitoring

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Offside Detection

Multi-camera System: 6 synchronized color

Cameras (30 fps 1920x1080)

• Player Detection and Tracking• Ball Detection and Tracking• Data Synchronization• Offside Event Decision Making

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Offside Detection

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Penalty area Monitoring

Sistemi multisensoriali intelligenti per la sicurezza

© 2010 SELEX Sistemi Integrati - Confidential, All rights reserved

Sistemi multisensoriali intelligenti per la sicurezza

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