DSpace Repository

Offline Sub- Word Handwritten Recognition for Arabic Historical Manuscripts

Show simple item record

dc.contributor.advisor Khader, sameer
dc.contributor.author Al- Bashi ti, Ahlam
dc.date.accessioned 2022-05-24T10:17:20Z
dc.date.available 2022-05-24T10:17:20Z
dc.date.issued 2014-09-01
dc.identifier.uri http://localhost:8080/xmlui/handle/123456789/8507
dc.description no of pages 72, ماجستير معلوماتية 1/2014
dc.description.abstract In this thesis, we address Arabic offline handwritten recognition for historical documents. The Automation of the handwritten recognition has many applications, such as zip coding, forms processing, indexing and retrieving historical manuscripts and so on. Recognition for Arabic handwritten script lags far compared to other languages such as Latin, and Chinese texts. The challenges for Arabic language raise from its nature such as overlapping characters, cursive texts, and lack of benchmark databases. In this work, we introduced new techniques for different phases of the offline Arabic handwritten recognition. First it addresses the recognition of the Arabic handwritten for historical manuscripts not contemporary scripts. In addition, the feature selection algorithm is presented. This work aims to select appropriate features and remove irrelevant ones. The relevant features are those which enhance the results and give a higher success rates. We depend on probabilistic classifier not statistically such as HMM. Naive Bayesian classifier is used for training and classification. The presented work was applied and tested on private database, which was collected from historical manuscripts. A competitive recognition rates were achieved. The results show that applying feature selection prior classification gives haghier success rates than classification without feature selection en_US
dc.language.iso en en_US
dc.publisher جامعة بوليتكنك فلسطين - ماجستير معلوماتية en_US
dc.subject Arabic Historical Manuscripts en_US
dc.title Offline Sub- Word Handwritten Recognition for Arabic Historical Manuscripts en_US
dc.type Other en_US

Files in this item

This item appears in the following Collection(s)

Show simple item record

Search DSpace


My Account