Slides on Tensorflow, Structured SVMs and Gaussian processes
I’m with the Computer Vision Center and the Computer Science department of UAB, where I teach a course on software engineering, and formely also on image processing. However my research is on computer vision, in the past with graphical models, these days with deep learning. I’ve worked on several problems in medical image analysis, classification, feature matching, video and tracking. Also, I’ve developed some vision projects for the industry. Presently I’m interested on diverse neural networks architectures, domain adaptation and semantic segmentation with deep learning. I belong to the autonomous driving group at CVC.
PhD in Computer Science, long time ago
Most recent / best journals or conferences / I contributed more
Undergraduated course at at UAB. Covers two key aspects of software design: object orientation plus design patterns, and the graphical user interface. The adopted approach is project-based: the students design and implement a time tracker application for Android.
Here I’m lecturing
Dead or alive
(Method and system for the automatic classification of kidney stones) Fran Blanco, Felipe Lumbreras, Joan Serrat, Montserrat Lopez, Manuel Valiente. Application number P201430927, June 2014.
(Verfahren und Vorrichtung zum Detektieren von Fahrzeugen bei Dunkelheit). Antonio M. López, Andreas Busse, Jörg Hilgenstock, Ramón Baldrich, Felipe Lumbreras, Joan Serrat. Publication number: DE 102008048309.5. Priority date: 2008-09-22. Applicant: Volkswagen A.G.
Authors: Jordi Carrasco, Francesc Dorca, Magnolia Paredes, Jose Manuel Alvarez, Antonio Lopez, Felipe Lumbreras, Joan Serrat. Publication number: EP 1970690 (A2)(A3), ES 2319033 (A1). Priority date: 2007-03-15. Applicant: Seat, S.A.
(Vorrichtung und Verfahren zur Erkennung einer Fahrbahnmarkierung für Kraftfahrzeug). Thorsten Graf, Antonio López, Joan Serrat, Felipe Lumbreras. Publication number: DE 102006007550 A1. Priority date: 2006-11-09. Applicant: Volkswagen A.G.
A system for automatic kidney stone classification to reduce the probabilty of recurrence. Output is kidney class and diet recommendations (2014-17)
A web service for quick silicone hose quotation from STL files, blueprints and pictures (2010-11,15)
Automatically obtain accurate measures from garment items (jackets, pants and shirts) right before shipment (2014-15)
On how to align spatially and temporally two videos recorded by a vehicle while driving on one same track (2007-10)
How to compare two headlight systems (on different vehicles and times) in dynamic, that is, while driving with them ? (2006-07)
P3 is a prototype for 3d digitization of hearing aid moulds, to produce hearing aid devices customized to the inner ear channel of each person (1999-2000)