2006-2010. PhD in computer sciences at READ team at LORIA Laboratory


Subject: Text lines segmentation of ancient documents : application to arabic documents



Abstract: The indexing of handwritten scanned documents poses the problem of lines segmentation, if it fails, disabling the following steps of words extraction and recognition. In addition, the ancient Arabic documents contain annotations in the margins, often composed of lines obliquely oriented.

The detection of these lines is important as the rest and is a major challenge for the indexing of these documents. Thus, the segmentation described in this thesis involves the extraction of multi-oriented lines. For this problem, the bibliography has only rudimentary techniques based essentially on the projection of the document image along one direction, which be failed in the case of multi-oriented documents. Given this lack, we have proposed an adaptive approach that first locates the different orientation zones, then based on each local orientation to extract the lines. During my thesis, i particularly invested on the following points :

– Applying an automatic paving using the active contour model (snake).

– Preparation the signal of the projection profile by removing all pixels that are not needed in the orientation estimation. Then, implementation of all energy distributions of Cohen’s class on the projection profile to find the best distribution that gives the orientation.

– Applying some extension rules to find the oriented zones.

– Extraction of lines by using an connected components follow-up algorithm.

– Separation of overlapped and touched lines using the morphology of Arabic terminal letters

Results:

2006. Master 2 internship in laboratory L3I, La Rochelle University, France


Subject : "Geographical management of information in a mobile context and adaptation to the quality of service of the means of communication"

Abstract        Download it
Presentation Download it



2005. Master 1 project in Lebanese University, Lebanon

Subject : "e-learning system"  

Conclusion Download it

Make a free website with Yola