Shiel, Patrick (2010) Hyperspectral image analysis for questioned historical documents. Masters thesis, National University of Ireland Maynooth.
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Abstract
This thesis describes the application of spectroscopy and hyperspectral image
processing to examine historical manuscripts and text. Major activities
in palaeographic and manuscript studies include the recovery of illegible or
deleted text, the minute analyses of scribal hands, the identification of inks
and the segmentation and dating of text. This thesis describes how Hyperspectral
Imaging (HSI), applied in a novel manner, can be used to perform
quality text recovery, segmentation and dating of historical documents. The
non-destructive optical imaging process of Spectroscopy is described in detail
and how it can be used to assist historians and document experts in
the exemption of aged manuscripts. This non-destructive optical method
of analysis can distinguish subtle differences in the reflectance properties of
the materials under study. Many historically significant documents from
libraries such as the Royal Irish Academy and the Russell Library at the
National University of Ireland, Maynooth, have been the selected for study
using the hyperspectral imaging technique. Processing techniques have are
described for the applications to the study of manuscripts in a poor state
of conservation. The research provides a comprehensive overview of Hyperspectral
Imaging (HSI) and associated statistical and analytical methods,
and also an in-depth investigation of the practical implementation of such
methods to aid document analysts. Specifically, we provide results from employing
statistical analytical methods including principal component analysis
(PCA), independent component analysis (ICA) and both supervised and automatic
clustering methods to historically significant manuscripts and text
VIII
such as Leabhar na hUidhre, a 12th century Irish text which was subject to
part-erasure and rewriting, a 16th Century pastedown cover, and a multi-ink
example typical of that found in, for example, late medieval administrative
texts such as Gttingen’s kundige bok. The purpose of which is to achieve
an overall greater insight into the historical context of the document, which
includes the recovery or enhancement of faded or illegible text or text lost
through fading, staining, overwriting or other forms of erasure. In addition,
we demonstrate prospect of distinguishing different ink-types, and furnishing
us with details of the manuscript’s composition, all of which are refinements,
which can be used to answer questions about date and provenance. This process
marks a new departure for the study of manuscripts and may provide
answer many long-standing questions posed by palaeographers and by scholars
in a variety of disciplines. Furthermore, through text retrieval, it holds
out the prospect of adding considerably to the existing corpus of texts and
to providing very many new research opportunities for coming generations
of scholars.
Item Type: | Thesis (Masters) |
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Keywords: | Hyperspectral imaging (HSI); Spectroscopy; Hyperspectral image processing; Historical manuscripts; Historical texts; Paeleographic Studies; Manuscript studies; Royal Irish academy; Russell Library; Principal component analysis (PCA); Independent component analysis (ICA); Leabhar na hUidhre; Gottingen kundige bok; An Foras Feasa: The Institute for Research in Irish Historical and Cultural Traditions; |
Academic Unit: | Faculty of Science and Engineering > Computer Science |
Item ID: | 2659 |
Depositing User: | IR eTheses |
Date Deposited: | 24 Aug 2011 17:25 |
URI: | https://mural.maynoothuniversity.ie/id/eprint/2659 |
Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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