Mirlabs
Sergio Orts Escolano
Sergio Orts Escolano
Phd Student tutored by another member of the network: Jose Garcia-Rodriguez, Alicante
PhD Student
Personal Web Site:
Main page: http://www.mirlabs.net/global/index.php?c=main&a=person&id=655
Short Biography

My name is Sergio Orts and I am currently a Ph.D candidate at the Computer Technology Department of the University of Alicante. I received my BSc and MSc degrees from the same institution in 2010 and 2011 respectively. Some of my research interests include parallel computing on GPUs, image processing, computer vision and machine learning.

The main topic of my Phd is the design of a real-time surveillance system working on Graphics Processing Units (GPUs), with capabilities to identify and characterize anomalous behaviors in restricted environments by representing and interpreting the movement in support of preventive actions security systems. The high parallel processing power of GPUs allow parallel processing of information from multiple cameras. We are working on the design and acceleration of some image processing and 3D data processing algorithms: Feature extraction, analysis, characterization of behaviours and data fusion from multiple devices.

I'm interested in computer vision systems, parallel and high performance computing (especially on GPUs), visual surveillance systems, machine learning and 3D data processing algorithms among others. Currently we are using kinect devices to get 3D input data. We are processing this input data onto GPUs performing multi-GPU and multi-CPU processing.

Other research topics that i am interested are gestures recognition and behaviour characterization. We traditionally have used self-organising maps to characterize and classify behaviours.

Last years i have been using and teaching NVIDIA CUDA technology at the University of Alicante which has been selected as a CUDA Teaching Center during the academic year 2011/2012 for his commitment demonstrated in the advance of education of NVIDIA CUDA technology.

I am also interested in Java technology and agile methodologies. Currently im using Grails framework and Android technology to develop some personal projects.

List of top 5 publications in the last 5 years
  • Autonomous Growing Neural Gas for Applications with time constraints: optimal parameter estimation. José García-Rodríguez, Anastassia Angelopoulou, Juan Manuel García-Chamizo, Alexandra Psarrou, Sergio Orts Escolano, Vicente Morell Giménez: Neural Networks 2012
  • Fast Autonomous Growing Neural Gas.
    Garcia-Rodriguez, J.; Angelopoulou, A.; Garcia-Chamizo, J.M.; Psarrou, A.; Orts-Escolano, S.; Morell-Gimenez, V.; Neural Networks (IJCNN), The 2011 International Joint Conference
  • GPU Accelerated Growing Neural Gas Network.
    Sergio Orts, José García-Rodríguez, Vicente Morell. Programming and Tuning Massively Parallel Systems, Barcelona Spain, July 2011. Poster presentation 
  • Fast Image Representation with GPU-Based Growing Neural Gas.
    José García Rodríguez, Anastassia Angelopoulou, Vicente Morell, Sergio Orts, Alexandra Psarrou, Juan Manuel García Chamizo. IWANN (2) 2011: 58-65
  • Video and Image Processing with Self-Organizing Neural Networks.
    José García Rodríguez, Enrique Domínguez, Anastassia Angelopoulou, Alexandra Psarrou, Francisco José Mora-Gimeno, Sergio Orts, Juan Manuel García Chamizo. IWANN (2) 2011: 98-104
List of top 5 academic activities during the last 5 years