George Tzagkarakis FORTH-ICS, SPL SPL at a glance 2006 3 - - PowerPoint PPT Presentation

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George Tzagkarakis FORTH-ICS, SPL SPL at a glance 2006 3 Researchers/Academics (permanent) 2 Postdoctoral Researchers 12 Postgraduate Students FORTH 2 Research Engineers ICS + 7 Institutes > 5M (PI/co-PI in EC & national

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George Tzagkarakis

FORTH-ICS, SPL

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SPL at a glance

2 1st GSC-CSD | 25/10/2019, Heraklion

2006 3 Researchers/Academics (permanent) 2 Postdoctoral Researchers 12 Postgraduate Students 2 Research Engineers > 5M€ (PI/co-PI in EC & national projects)

FORTH

ICS

+ 7 Institutes

SPL

+ 7 Labs

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(3D) Audio coding; Wireless acoustic sensor net/s Immersive performance; Speech enhancement

Autonomic networking; Body sensor networks Distributed computing for IoT/CPS applications

Hyperspectral imaging; Satellite & medical imaging Video coding; Neuro-inspired imaging Statistical signal processing; Compressed sensing Machine/deep learning; Big data analysis

Our Expertise

3 1st GSC-CSD | 25/10/2019, Heraklion

SIGNAL PROCESSING & LEARNING COMPUTATIONAL IMAGING DISTRIBUTED SENSOR NETWORKS AUDIO & SPEECH

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Projects Portfolio

4 1st GSC-CSD | 25/10/2019, Heraklion Marie Curie IAPP (FP7) STREP-ICT (FP7) H2020-LEIT-Space H2020-FET-OPEN- 2014 Interreg V-A Programme GR-CY 2014-2020 Marie Curie ToK- DEV (FP6) NSRF 2007-2013, Greece NSRF 2007-2013, Greece HFRI-ΕΛΙΔΕΚ 2020-2022

Collaborative Signal Processing

ver WSNs

Smart Water Networks Applications Computational Imaging, Deep Learning, Big Data Analysis

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Our International Collaborators

5 1st GSC-CSD | 25/10/2019, Heraklion

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Why choosing SPL

6 1st GSC-CSD | 25/10/2019, Heraklion

MATHEMATICS IN APPLIED DOMAINS

Calculus
Optimization
Probability theory
Linear algebra
Signal processing
Image processing
Pattern analysis

…

STATE-OF-ART DATA PROCESSING AND LEARNING

Machine learning
Deep learning
Big data analysis
Networked data analysis

(GSP)

Parallel optimization

…

Computational sensing

(Processing & learning; miniaturized platforms)

Big sensor data analysis

(Large-scale learning for astrophysical data; snapshot spectral EO)

Collaborative audio

enhancement

Immersive sound

reproduction …

CUTTING-EDGE APPLICATIONS

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SPL’s Highlights: ML in Remote Sensing

7 1st GSC-CSD | 25/10/2019, Heraklion

 Automated Earth monitoring

Advanced deep machine learning

technologies for autonomous data analysis

 Land cover/use change modeling

Large spatial and temporal scales inference

 Monitoring of biophysical parameters

Modeling of soil moisture dynamics

 Satellite observation enhancement

Multi-instrument and multi-source data

analysis, enhancement and fusion

 Fusion of Satellite & In-situ observations  Application on real data

ESA Sentinels 1-2
ESA EUCLID mission
NASA SMAP & MODIS

FET-H2020 DEDALE project MC-IAPP CS-ORION project

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SPL’s Highlights: Portable Imaging Labs

8 1st GSC-CSD | 25/10/2019, Heraklion

 Lightweight, portable imaging labs

State-of-art snapshot cameras

 Hyperspectral data acquisition  Imaging of dynamic scenes  Onboard data processing  EO, food quality monitoring, precision agriculture FET-H2020 PHySIS project: Prototypical imaging platform

Camera Setup: Acquisition Process Output: Snapshot Mosaic Image Spectral Camera NVIDIA Jetson TK1 Execution Process

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SPL’s Highlights: Low-Power Embedded Platforms

9 1st GSC-CSD | 25/10/2019, Heraklion

 Distributed, lightweight processing in CPS and IoT applications  Real-time monitoring of desalination plants  Wearable platforms for human activity recognition STREP-ICT (FP7) HydroBioNets project

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SPL’s Highlights: Audio Sensing

10 1st GSC-CSD | 25/10/2019, Heraklion

 Microphone array technology  Sound localization  User-generated content (e.g. videos captured via smartphones, tablets, etc.)  Crowded events: music concerts, sports events  Collaborative audio enhancement

Audio part of the UGC
Better sound quality, “wider” event coverage

H2020-ICT-2015 COGNITUS project GSRT SeNSE project

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Contact

11 1st GSC-CSD | 25/10/2019, Heraklion

Prof. Panagiotis Tsakalides

SPL’s Head tsakalid@ics.forth.gr

Dr. George Tzagkarakis

Principal Researcher gtzag@ics.forth.gr

Dr. Grigoris Tsagkatakis

Post-doctoral Researcher greg@ics.forth.gr

Assist. Prof. Nikos Stefanakis

Research Associate nstefana@ics.forth.gr

Signal Processing, Imaging, Machine Learning, Sensor Networks Audio & Speech Processing http://spl.edu.gr/

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12 1st GSC-CSD | 25/10/2019, Heraklion