Title :
Dictionary size reduction for a faster object recognition in digital holography
Author :
Fournier, Corinne ; Denis, Loic ; Seifi, Mohammad ; Fournel, Thierry
Author_Institution :
St.-Etienne Univ., St. Etienne, France
Abstract :
Pattern matching methods can be used in the context of digital holography to perform the task of object recognition, classification and position extraction directly from the hologram and not from the reconstructed optical yield. These approaches exploit the differences between the objects holographic signatures caused by class and depth position of the objects. In this talk we will show that such inter-signature variabilities can be captured efficiently in a lower-dimensional vector space using dimensionality reduction methods.
Keywords :
dictionaries; holography; object recognition; depth position; dictionary size reduction; digital holography; dimensionality reduction methods; hologram; holographic signatures; intersignature variabilities; lower-dimensional vector space; object classification; object recognition; pattern matching; position extraction; Abstracts; Context; Dictionaries; Educational institutions; Holography; Object recognition; Pattern matching;
Conference_Titel :
Information Optics (WIO), 2013 12th Workshop on
Conference_Location :
Puerto de la Cruz
DOI :
10.1109/WIO.2013.6601240