Description
Date depot: 1 janvier 1900
Titre: Semi-supervised learning of multimedia concepts
Directeur de thèse:
Bernard MERIALDO (Eurecom)
Domaine scientifique: Sciences et technologies de l'information et de la communication
Thématique CNRS : Non defini
Resumé:
I am doing my PhD in the multimedia communications department at EURECOM under the supervision of Prof Bernard Merialdo. At Eurecom I am working on indexing and learning of multimedia concepts under the umbrella of SuMACC project that is a collaboration among EURECOM, LIA (Laboratoire Informatique d'Avignon), Syllabs (http://www.syllabs.com/) and Wikio (http://www.wikio.com/). The project aims at proposing certain methods for automatic indexing of multimedia web documents, a task done by hand at the moment. Indexing using collaboration of different Medias is also among the deliverables of the project. I am working on semi-supervised clustering algorithms for improving semantic concepts video retrieval. I am also studying online and active learning techniques in order to incorporate the huge amount of un-labeled data with the few labeled training examples, on the fly.
Doctorant.e: Niaz Usman Farrokh