Observatorio de I+D+i UPM

Memorias de investigación
Communications at congresses:
Demo: HELICoiD tool demonstrator for real-time brain cancer detection
Year:2016
Research Areas
  • Electronic technology and of the communications,
  • Electric engineers, electronic and automatic (eil)
Information
Abstract
In this paper, a demonstrator of three different elements of the EU FET HELICoiD project is introduced. The goal of this demonstration is to show how the combination of hyperspectral imaging and machine learning can be a potential solution to precise real-time detection of tumor tissues during surgical operations. The HELICoiD setup consists of two hyperspectral cameras, a scanning unit, an illumination system, a data processing system and an EMB01 accelerator platform, which hosts an MPPA-256 manycore chip. All the components are mounted fulfilling restrictions from surgical environments, as shown in the accompanying video recorded at the operating room. An in-vivo human brain hyperspectral image data base, obtained at the University Hospital Doctor Negrin in Las Palmas de Gran Canaria, has been employed as input to different supervised classification algorithms (SVM, RF, NN) and to a spatial-spectral filtering stage (SVM-KNN). The resulting classification maps are shown in this demo. In addition, the implementation of the SVM-KNN classification algorithm on the MPPA EMB01 platform is demonstrated in the live demo.
International
Si
Congress
2016 IEEE Conference on Design and Architectures for Signal and Image Processing (DASIP)
960
Place
Rennes, France
Reviewers
Si
ISBN/ISSN
979-1-0922-7915-3
10.1109/DASIP.2016.7853831
Start Date
12/10/2016
End Date
14/10/2016
From page
237
To page
238
2016 Conference on Design and Architectures for Signal and Image Processing (DASIP)
Participants
  • Autor: Ruben Salvador Perea (UPM)
  • Autor: H. Fabelo (IUMA-ULPGC)
  • Autor: Raquel Lazcano Lopez (UPM)
  • Autor: S. Ortega (IUMA-ULPGC)
  • Autor: Daniel Madroñal Quintin (UPM)
  • Autor: G. M. Callicó (IUMA-ULPGC)
  • Autor: Eduardo Juarez Martinez (UPM)
  • Autor: Cesar Sanz Alvaro (UPM)
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: Grupo de Diseño Electrónico y Microelectrónico
  • Centro o Instituto I+D+i: Tecnologías del Software y Sistemas Multimedia para la Sostenibilidad (CITSEM)
  • Departamento: Ingeniería Telemática y Electrónica
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