Unveiling hidden text in Frisian historic manuscripts by fused reflectance and transmittance imaging spectroscopy

In several manuscripts, text is obscured due to glued together leaves, making it difficult or impossible to read. In this context, this study explores the use of reflectance and transmittance imaging spectroscopy (RIS and TIS) in the visible and near-infrared range (400–1000 nm) to recover hidden texts. The method is applied to two cases of medieval Frisian legal codes from the Richthofen Collection, where we employed Non-Negative Matrix Factorization (NMF) for the analysis of single and spectrally fused datasets integrating both RIS and TIS. We further integrated spatial stitching of adjacent areas to enhance spatial resolution of the images. Our results demonstrate that factorization algorithms perform well on fused datasets, with spectral fusion proving essential in complex cases where individual analyses fail to clearly reveal hidden text.

Authors

Institutions

Publication Details

Journal
npj Heritage Science
Published
2025-09-12
DOI
https://doi.org/10.1038/s40494-025-02001-5
Primary Topic
Cultural Heritage Materials Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Unveiling hidden text in Frisian historic manuscripts by fused reflectance and transmittance imaging spectroscopy

Matthias Alfeld, Alessia Di Benedetto, Daniela Comelli, D. R. Marsh et al.
npj Heritage Science
Cultural Heritage Materials Analysis
article

Unveiling hidden text in Frisian historic manuscripts by fused reflectance and transmittance imaging spectroscopy

Matthias Alfeld, Alessia Di Benedetto, Daniela Comelli, D. R. Marsh, Riemer Janssen, Herre de Vries, Anne Tjerk Popkema, Luis M. Nieto, Janneke Zwetsloot
article en

Abstract

In several manuscripts, text is obscured due to glued together leaves, making it difficult or impossible to read. In this context, this study explores the use of reflectance and transmittance imaging spectroscopy (RIS and TIS) in the visible and near-infrared range (400–1000 nm) to recover hidden texts. The method is applied to two cases of medieval Frisian legal codes from the Richthofen Collection, where we employed Non-Negative Matrix Factorization (NMF) for the analysis of single and spectrally fused datasets integrating both RIS and TIS. We further integrated spatial stitching of adjacent areas to enhance spatial resolution of the images. Our results demonstrate that factorization algorithms perform well on fused datasets, with spectral fusion proving essential in complex cases where individual analyses fail to clearly reveal hidden text.

npj Heritage ScienceVol. 13(1)
GGD Zuid Limburg (NL), Politecnico di Milano (IT), Delft University of Technology (NL)
Openalex Percentile: Top 73%
Cultural Heritage Materials Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.