[Lrde] Publication accepted at ICDAR 2015

I am happy to announce that the following paper has been accepted to the 13th International Conference on Document Analysis and Recognition (ICDAR) that will take place in Gammarth, Tunisia, on August 23 - 26, 2015: Using histogram representation and Earth Mover's Distance as an evaluation tool for text detection Stefania Calarasanu (1), Jonathan Fabrizio (1) and Séverine Dubuisson (2) (1) LRDE-EPITA, 14-16, rue Voltaire, F-94276, Le Kremlin Bicêtre, France (2) CNRS, UMR 7222, ISIR, F-75005, Paris, France Abstract: In the context of text detection evaluation, it is essential to use protocols that are capable of describing both the quality and the quantity aspects of detection results. In this paper we propose a novel visual representation and evaluation tool that captures the whole nature of a detector by using histograms. First, two histograms (coverage and accuracy) are generated to visualize the different characteristics of a detector. Secondly, we compare these two histograms to a so called optimal one to compute representative and comparable scores. To do so, we introduce the usage of the Earth Mover's Distance as a reliable evaluation tool to estimate recall and precision scores. Results obtained on the ICDAR 2013 dataset show that this method intuitively characterizes the accuracy of a text detector and gives at a glance various useful characteristics of the analyzed algorithm. Ana Stefania Calarasanu ___________________________________________________ PhD Student EPITA Research and Development Laboratory (LRDE) 14-16 rue Voltaire, 94276 Le Kremlin-Bicêtre CEDEX, France https://www.lrde.epita.fr/wiki/User:Calarasanu _______________________________________________ Annonce mailing list Annonce@lrde.epita.fr https://lists.lrde.epita.fr/listinfo/annonce
participants (1)
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Ana Stefania Calarasanu