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$45 USD / hour
Flag of FRANCE
le creusot, france
$45 USD / hour
It's currently 12:33 AM here
Joined July 18, 2014
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Guillaume L.

@glemaitre

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$45 USD / hour
Flag of FRANCE
le creusot, france
$45 USD / hour
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Medical Imaging - Computer Vision - CSS Programmer - HTML5 Developer - Mathematics Mathematician

I am currently carrying out a joint PhD at ViCOROB (Universitat de Girona) and LE2I (Université de Bourgogne). My researches are focused on developing a Computer Aided Diagnosis (CAD) system for prostatic biopsy guidance and follow-up using multi-modal medical imaging. Besides my PhD, I am carrying out a Master in Business Innovation and Technology Management (BITM). I was an Externs Researcher Scientist at Barcelona Digital Technology Centre, in Health department. I was carrying out a research mobility in Université de Bourgogne in the laboratory LE2I. Involved research topics include object detection, recognition, tracking and also automatic content tagging and retrieval content inside videos. These researches were financed under REHABILITA project sponsored by Minesterio de Ciencia e Innovacíon. I received the Erasmus Mundus Master of Excellence (Hons) in Vision & Robotics (ViBOT) which is taught in Université de Bourgogne - LE2I, Universitat de Girona - VICOROB, Heriot-Watt University - VISP/OSL. Previously, I received a BSc (Hons) in Electrical, Signal and Image from Univesité de Bourgogne, I.U.T. Le Creusot and Heriot-Watt University. I carried out an internship in VICOROB supervised by Dr. Robert Martí Marly. Researches were involved in the PROSCAN project. Researches involved an implementation of a software to reconstruct 3D volume and create tools for localization inside the volume in order to assist doctors.

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Experience

Short-Time Research Job

BDigital
Jun 2011 - May 2012 (11 months, 1 day)
- Externs reseacher working on Rehabilita Project (http://rehabilita.gmv.com/web/guest). - Implementation of a framework combining a face detection and tracking algorithm. - Implementation of a framework for traffic sign detection, recognition and tracking. This work involved a mobility in LE2I (France).

Education

Master ViBOT

Université de Bourgogne, France 2009 - 2011
(2 years)

Publications

Real-Time 2D Face Detection and Features-based Tracking in Video

IADIS Multi Conference in Computer Science in Computer Graphics, Visualization, Computer Vision and Image Processing 2012
In this paper, we propose a system aimed at detecting and tracking 2D human faces. The system is designed to perform in real-time and to be robust to partial occlusions and illumination changes and non-rigid transformation of the faces. After detection video shot boundaries, the multi-view detectors allow to localize frontal and profile faces and the features-based tracking algorithm track them over time even with non-rigid deformations. The system is validated on different video sequences performing at an av

Pruning AdaBoost for Continuous Sensors Mining Applications

Ubiquitous Data Mining Workshop, 20th European Conference in Artificial Intelligence 2012
In this work, pruning techniques for the AdaBoost classifier are evaluated specially aimed for a continuous learning framework in sensors mining applications. To assess the methods, three pruning schemes are evaluated using standard machine-learning benchmark datasets, simulated drifting datasets and real cases. Early results obtained show that pruning methodologies approach and sometimes out-perform the no-pruned version of the classifier, being at the same time more easily adaptable to the drift in the trai

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