This page is a more complete list of my publications, compared to my Research Gate or Google Scholar pages. To download post-prints of most of these articles, check out my Research Gate profile (click RG icon at the bottom of this page).

Journal articles

1. D. J. Mandal, H. Deborah, T. L. Tobing, M. Janiszewski, J. W. Tanaka, A. Lawrance. Comprehensive Evaluation of ImageNet-trained CNNs for Texture-Based Rock Classification. IEEE Access, vol. 12: 94765-94783, 2024. DOI: 10.1109/ACCESS.2024.3424931

2. L. A. Kjeldsberg, Å. Justnes, H. Deborah.  A Database of Post-2002 Dead Sea Scrolls-like Fragments. Journal of Open Humanities Data, vol. 10(1): 25, 2024. DOI: 10.5334/johd.140

3. D. J. Mandal, H. Deborah, M. Pedersen. Subjective Quality Evaluation of Alternative Imaging Techniques for Microfiche Digitization. Journal of Cultural Heritage, vol. 63: 81-89, 2023. DOI: 10.1016/j.culher.2023.07.014

4. D. J. Mandal, M. Pedersen, S. George, H. Deborah, C. Boust. An Experiment-based Comparative Analysis of Pigment Classification Algorithms using Hyperspectral Imaging. Journal of Imaging Science and Technology, vol. 67(3), 2023. DOI: 10.2352/J.ImagingSci.Technol.2023.67.3.030403

5. J. D. Cutajar, A. Babini, H. Deborah, J. Y. Hardeberg, E. Joseph, T. Frøysaker. Hyperspectral Imaging Analyses of Cleaning Tests on Edvard Munch's Monumental Aula Paintings. Studies in Conservation, 2022. DOI: 10.1080/00393630.2022.2054617.

6. L. Rahadianti, A. Y. Azizah, H. Deborah. Evaluation of the Quality Indicators in Dehazed Images: Color, Contrast, Naturalness, and Visual Pleasingness. Heliyon, 2021. DOI: 10.1016/j.heliyon.2021.e08038.

7. M. Conni, H. Deborah, P. Nussbaum, P. Green. Visual and data stationarity of texture images. Journal of Electronic Imaging, 2021. DOI: 10.1117/1.JEI.30.4.043001

8. H. Deborah, S. George, J. Y. Hardeberg. Spectral-divergence based pigment discrimination and mapping: A case study on The Scream (1893) by Edvard Munch. Journal of the American Institute for Conservation, 2019.  DOI: 10.1080/01971360.2018.1560756

9. H. Deborah, N. Richard, J.Y. Hardeberg, C. Fernandez-Maloigne, Assessment protocols and comparison of ordering relations for spectral image processing, Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of, 2018. DOI: 10.1109/JSTARS.2017.2782824

10. H. Deborah, N. Richard, J. Y. Hardeberg, A Comprehensive Evaluation of Spectral Distance Functions and Metrics for Hyperspectral Image Processing, Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of, 2015. DOI: 10.1109/JSTARS.2015.2403257 

Book chapter

1. H. Deborah, N. Richard, J. Y. Hardeberg, J. A. Benediktsson. Metrological hyperspectral image analysis through spectral differences (Ch. 16). In: Hyperspectral Remote Sensing - Theory and Applications, pp. 319-340. 1st edition. Editors: P.C. Pandey,  P. Srivastava, H. Balzter, B. Bhattacharya, G. Petropoulos. Elsevier. 2020. DOI: 10.1016/B978-0-08-102894-0.00020-6 

International conference proceedings

1. D. J. Mandal, H. Deborah, S. George, J. Y. Hardeberg. Unsupervised clustering for works of art using hyperspectral imaging: A case study on Edvard Munch's Self-Portrait (1905). IEEE Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Athens, Greece, November 2023. DOI: 10.1109/WHISPERS61460.2023.10430604

2. H. Deborah, C. Palandri, G. Oretti. Estimating the Color Palette of Ortelius' Atlas: A case study of hyperspectral imaging for rapid pigment screening. IEEE Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Athens, Greece, November 2023. DOI: 10.1109/WHISPERS61460.2023.10430960

3. M. Löchtefeld, E. Papachristos, H. Deborah. Museum Visitor Experiences Based on Hyperspectral Image Data. Human-Computer Interaction - INTERACT 2023, York, UK, August 2023. DOI: 10.1007/978-3-031-42283-6_35

4. H. Deborah, A. K. Marketou. Spectral Imaging of Ink Behind Glass: A Preliminary Investigation of the Colorimetric Shift. Archiving, Oslo, Norway, June 2023. DOI: 10.2352/issn.2168-3204.2023.20.1.41

5. H. Deborah. Hyperspectral pigment dataset. IEEE Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Rome, Italy, September 2022. DOI: 10.1109/WHISPERS56178.2022.9955067

6. H. Deborah, D. J. Mandal. Evaluation of Text Legibility in Alternative Imaging Approaches to Microfiche Digitization. Archiving, Virtual Conference, June 2021. DOI: 10.2352/issn.2168-3204.2021.1.0.22

7. H. Deborah, M. Ulfarsson, J. Sigurdsson. Fully constrained least squares linear spectral unmixing of The Scream (verso, 1893). IEEE Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Virtual Conference, March 2021. (PDF) DOI: 10.1109/WHISPERS52202.2021.9484037

8. H. Deborah, N. Richard. Morphological texture description for hyperspectral images: Pattern spectrum. IEEE Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Virtual Conference, March 2021. (PDF) DOI: 10.1109/WHISPERS52202.2021.9484052

9. L. Rahadianti, A. Y. Azizah, H. Deborah. An introductory study on image quality of dehazed images. International Conference on Advanced Computer Science and Information Systems (ICACSIS), Virtual Conference, October 2020. DOI: 10.1109/ICACSIS51025.2020.9263131 

10. M. Magnusson, J. Sigurdsson, S. E. Armansson, M. O. Ulfarsson, H. Deborah, J. R. Sveinsson. Creating RGB images from hyperspectral images using a color matching function. International Geoscience and Remote Sensing Symposium (IGARSS), Virtual Conference, September-October 2020.  DOI: 10.1109/IGARSS39084.2020.9323397

11. M. Conni, H. Deborah. Texture Stationarity Evaluation with Local Wavelet Spectrum. London Imaging Meeting: Future Color Imaging, pp. 24-27(4), Virtual Conference, September-October 2020. DOI: 10.2352/issn.2694-118X.2020.LIM-20

12. H. Deborah, N. Richard, M. O. Ulfarsson, J. Y. Hardeberg, J. A. Benediktsson. A metrological spectral difference space for the statistical modeling of hyperspectral images. International Geoscience and Remote Sensing Symposium (IGARSS), Yokohama, Japan, July-August 2019. DOI: 10.1109/IGARSS.2019.8898666 

13. H. Deborah, N. Richard, J. Y. Hardeberg. Application of spectral statistics to surface defect detection. Quality Control by Artificial Vision (QCAV), Mulhouse, France, May 2019. DOI: 10.1117/12.2521714 

14. T. Gillooly, H. Deborah, J. Y. Hardeberg. Path opening for hyperspectral crack detection of cultural heritage paintings. Signal, Image Technology and Internet-Based Systems (SITIS), Las Palmas de Gran Canaria, Spain, November 2018. DOI: 10.1109/SITIS.2018.00105 

15. H. Deborah, N. Richard, J. Y. Hardeberg. Application of spectral statistics to spectral texture discrimination. Colour and Visual Computing Symposium (CVCS), Gjøvik, Norway, September 2018. DOI: 10.1109/CVCS.2018.8496628 

16. Y.-J. Chen, N. Richard, H. Deborah, A. Tournié, A. Michelin, C. Andraud. Statistics of hyperspectral data/ image analysis: Entropy. Colour and Visual Computing Symposium (CVCS), Gjovik, Norway, September 2018. DOI: 10.1109/CVCS.2018.8496573 

17. C. C. Rocha, H. Deborah, J. Y. Hardeberg. Ink bleed-through removal of historical manuscripts based on hyperspectral imaging. International Conference on Image and Signal Processing (ICISP), Cherbourg, France, July 2018. DOI: 10.1007/978-3-319-94211-7_51

18. I.C.A. Sandu, T. Ford, C. Miliani, K. Janssens, G. Van der Snickt, J. Striova, F. Raffaella, L. Cartechini, F. Rosi, A. Romani, L. Monico, C. Grazia, R. Pereira de Freitas, A. Tournie, C. Andraud, V. Detalle, E. Bourguignon, K. Laclavetine, F. Mirambet, S. George, J.Y. Hardeberg, H. Deborah, M. Ufnalewska-Godzimirska, G. Landro, E.S. Tveit, P. Pettersen. The “Scream” By Edvard Munch – Same Motif, Different Colours, Different Techniques And Approaches – A Novel Non-Invasive Comparative Study of Two of Its Versions. 5th International Congress on Chemistry for Cultural Heritage (ChemCH 2018), Bucharest, Romania, Jul 2018. 

19. N. Richard, H. Deborah, O. Ben-Ahmed. Hyperspectral image processing: Full-band, dimensionality reduction, or band selection approach? Traitement et Analyse des Images, Méthodes et Applications (TAIMA), Hammamet, Tunisia, May 2018.

20. H. Deborah, J. Strand Ferrer, I.C.A. Sandu, S. George, J.Y. Hardeberg, Old Man in Warnemünde (1907) Colouring Palette: A Case Study on the use of Hyperspectral Imaging for Pigment Identification. 25th Color and Imaging Conference (CIC), Lillehammer, Norway, September 2017.

21. H. Deborah, N. Richard, J.Y. Hardeberg, C. Fernandez-Maloigne, Evaluation of gradient operators for hyperspectral image processing. 25th Color and Imaging Conference (CIC), Lillehammer, Norway, September 2017.

22. A. Plutino, N. Richard, H. Deborah, C. Fernandez-Maloigne, N.G. Ludwig, Spectral divergence for cultural heritage applications. 25th Color and Imaging Conference (CIC), Lillehammer, Norway, September 2017.

23. I. Ciortan, H. Deborah, S. George, J. Y. Hardeberg, Color and Hyperspectral Image Segmentation for Historical Documents, Digital Heritage, Granada, Spain, September 2015. DOI: 10.1109/DigitalHeritage.2015.7413872 

24. H. Deborah, N. Richard, J. Y. Hardeberg, Hyperspectral crack detection in paintings, Colour and Visual Computing Symposium (CVCS), Gjovik, Norway, August 2015. DOI: 10.1109/CVCS.2015.7274902 

25. H. Deborah, N. Richard, J. Y. Hardeberg, Spectral Ordering Assessment Using Spectral Median Filters, International Symposium of Mathematical Morphology (ISMM), Reykjavik, Iceland, May 2015. DOI: 10.1007/978-3-319-18720-4_33 

26. H. Deborah, N. Richard, J. Y. Hardeberg, Vector crack detection for cultural heritage paintings, Traitement et Analyse des Images, Méthodes et Applications (TAIMA), Hammamet, Tunisia, May 2015.

27. H. Deborah, N. Richard, J. Y. Hardeberg, Spectral Impulse Noise Model for Spectral Image Processing, 5th Computational Color Imaging Workshop (CCIW), Saint Etienne, France, March 2015. DOI: 10.1007/978-3-319-15979-9_17 

28. H. Deborah, N. Richard, J. Y. Hardeberg, On the Quality Evaluation of Spectral Image Processing Algorithms, 10th International Conference on Signal-Image Technology and Internet-Based Systems (SITIS), Marrakech, Morocco, November 2014. DOI: 10.1109/SITIS.2014.50 

29. A. Ledoux, N. Richard, A. S. Capelle-Laizé, H. Deborah, C. Fernandez-Maloigne, Toward a full-band texture features for spectral images, IEEE International Conference on Image Processing (ICIP), Paris, France, October 2014. DOI: 10.1109/ICIP.2014.7025142 

30. H. Deborah, S. George, J. Y. Hardeberg, Pigment Mapping of the Scream (1893) Based on Hyperspectral Imaging, International Conference on Image and Signal Processing (ICISP), Cherbourg, France, June 2014. DOI: 10.1007/978-3-319-07998-1_28 

31. H. Deborah, A. M. Arymurthy, Image enhancement and image restoration for old document image using Genetic Algorithm, 2nd International Conference Advances in Computing, Control and Telecommunication Technologies (ACT), Jakarta, Indonesia, December 2010. DOI: 10.1109/ACT.2010.24 

32. H. Deborah, H. M. Manurung, A. M. Arymurthy, Objective criteria for typewritten old document image enhancement and restoration, International Conference on Advanced Computer Science and Information System (ICACSIS), Bali, Indonesia, November 2010.

National and international conference/workshop talks without publication

1. H. Deborah, L. A. Kjeldsberg. Data-driven scholarship. Seminar om digital humaniora, Fevik, Norway, November 2023.

2. N.C. Eckertz, H. Deborah. Hyperspectral pigment mapping of Edvard Munch’s Self Portrait (1905). Bridging the gap - Synergies between art history and conservation, Oslo, Norway, November 2023.

3. R. Z. Fadillah, H. Deborah. Soil color identification and classification using RAW image based on Munsell Soil Color chart. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Tromsø, Norway, June 2023. [Abstract]

4. L. Hillairaud, H. Deborah, V. Bakkestuen. Mapping forest canopy based on its pattern spectrum. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Tromsø, Norway, June 2023. [Abstract]

5. H. Deborah. The colors of The Dead Sea Scrolls. The Dead Sea Scrolls as Physical Artefacts: Past, Present, and Future Perspectives Symposium, Kristiansand, Norway, August 2022.

6. A. G. Oliversen, H. Deborah. Water Quality of Lake Mjøsa through Satellite Images: A Preliminary Study. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Gardermoen, Norway, September 2021. 

7. V. de Villedon de Naide, N. Richard, H. Deborah, R-J. Chu. Fractal dimension of hyperspectral images: Preliminary results. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Gardermoen, Norway, September 2021. 

8. H. Deborah. Algorithms and the Dead Sea Scrolls - A computer science(-tist) identity crisis? PAMfilius Workshop 2020, Hybrid-Virtual-Fevik, Norway, November 2020. 

9. H. Deborah. The Dead Sea Scrolls, Digital Imaging, and Artificial Intelligence. Lying Pen Seminars 2020, University of Agder, Kristiansand, Norway, February 2020. 

10. H. Deborah, N. Richard. The limit of PCA for hyperspectral image processing: Theoretical and experimental point of view. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Hafjell, Norway, March 2018. 

11. H. Deborah. Quality assessment of spectral image processing algorithms. Dagstuhl Seminar 17411: Hyperspectral, Multispectral, and Multimodal (HMM) Imaging: Acquisition, Algorithms, and Applications, Schloss Dagstuhl, Germany, October 2017. [Abstract] 

12. H. Deborah, N. Richard. New Bidimensional and Tridimensional Representations for Hyperspectral Image Analysis. GdR ISIS: "Imagerie hyperspectrale: Quelles données? Quels traitements? Quelles applications?", Toulouse, France, April 2016. 

13. H. Deborah, N. Richard, J. Y. Hardeberg, C. Fernandez-Maloigne. Distance-Based Rank Order Filters for Hyperspectral Images. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Hafjell, Norway, February 2015. 

14. H. Deborah, F. Deger, J. Y. Hardeberg. Registration of hyperspectral images for cultural heritage applications. Norsk forening for bildebehandling og mønstergjenkjenning (NOBIM), Hafjell, Norway, February 2013. 

15. H. Deborah, A. Kosasih, A. M. Arymurthy. The use of Genetic Algorithms in several applications. Lokakarya Komputasi Sains dan Teknologi Nuklir (LKSTN), Tangerang, Indonesia, October 2010. (Printed proceeding available)

Article in preparation

Stay tuned ;)

• H. Deborah. Book chapter: Color as A Physical Description of the Dead Sea Fragments: An explanation of a misconception and a future recommendation. Submitted.

• N. Eckertz, H. Deborah, et al. An article on painting segmentation. Submitted.