JEOS RP ISSN02 | Page 67

62 J. Eur. Opt. Society-Rapid Publ. 21, 36( 2025)
Conflicts of interest The authors have nothing to disclose.
Data availability statement
The data from the survey, as well as the intermediate metrics calculation results are available at https:// github. com / robmermillod / IQM-Data /.
Author contribution statement
Conceptualization, Alain Tremeau and Nathalie Destouches; Methodology, Alain Tremeau, Aldi Wista Fadhilah, and Nathalie Destouches; Software, Robin Mermillod-Blondin and Aldi Wista Fadhilah; Formal Analysis, Robin Mermillod-Blondin, Nicolas Dalloz, Rémi Emonet, and Nathalie Destouches; Validation, Alain Tremeau; Writing – Original Draft Preparation, Robin Mermillod- Blondin and Nicolas Dalloz; Review & Editing, Alain Tremeau, Nicolas Dalloz, Rémi Emonet and Nathalie Destouches; Supervision, Nathalie Destouches.
Supplementary material
Figure S1: First set of color images considered. Figure S2: Distribution of preference rankings for each image( a) –( h) from Figure S1 based on the overall image quality. The x-axis represents the assigned rank, and the y-axis indicates the number of participants who assigned each rank. Figure S3: Distribution of ranks for each image( a) –( h) from Figure 7, based on colorfulness. Figure S4: Distribution of contrast rankings for each image( a) –( h) from Figure 8 based on contrast. Figure S5: Prediction vs Preference for FR results. Figure S6: Prediction vs Preference for Transmission mode results. Table S1: Hasler colorfulness values of images shown in Figure S1. The supplementary material of this article is available at https:// jeos. edpsciences. org / 10.1051 / jeos / 2025025 / olm.
References
1 Dalloz N, et al., Anti-counterfeiting white light printed image multiplexing by fast nanosecond laser processing, Adv. Mater., 34( 2), 2104054( 2022). https:// doi. org / 10.1002 / adma. 202104054.
2 GengJ, XuL, YanW, ShiL, QiuM, High-speedlaserwriting of structural colors for full-color inkless printing, Nat. Commun. 14, 565( 2023). https:// doi. org / 10.1038 / s41467-023-36275-9.
3 Mezera M, Florian C, Willem RG, Krüger J, Bonse J, Creation of material functions by nanostructuring, in: Ultrafast laser nanostructuring: the pursuit of extreme scales, edited by Stoian R, Bonse J( Springer International Publishing, Cham, 2023), p. 827 – 886. https:// doi. org / 10.1007 / 978.
4 Bonse J, Gräf S, Ten open questions about laser-induced periodic surface structures, Nanomaterials, 11( 12), 3326( 2021). https:// doi. org / 10.3390 / nano11123326.
5 Maragkaki S, et al., Influence of defects on structural colours generated by laser-induced ripples. Sci. Rep. 10, 53( 2020). https:// doi. org / 10.1038 / s41598-019-56638-x.
6 Zhang S, et al., Laser writing of multilayer structural colors for full-color marking on steel, Adv. Photon. Res. 5( 1), 2300157( 2024). https:// doi. org / 10.1002 / adpr. 202300157.
7 Baumann E, Hofmann R, Schaer M, Print performance evaluation of ink jet media: Gamut and Dye Diffusion, J. Imaging Sci. Technol 44( 6), 500 – 507( 2000).
8 Chosson SM, Hersch RD, Color gamut reduction techniques for printing with custom inks, in: Color imaging: deviceindependent color, color hardcopy, and applications VII( SPIE, 2001). https:// doi. org / 10.1117 / 12.452980.
9 Zhai Q, Luo MR, Study of chromatic adaptation via neutral white matches on different viewing media, Opt. Express, 26, 7724 – 7739( 2018). https:// doi. org / 10.1364 / OE. 26.007724.
10 Choi B, Hu S, Guo R, He W, He D, Chiu GT, Allebach JP, Developing a gamut mapping method for a novel inkjet printer, Color Imaging: Displaying, Processing, Hardcopy, and Applications, 2841 – 2846( 2022).
11 MorovicJ, To develop a universal gamut mapping algorithm, PhD Thesis, University of Derby, 1998.
12 Dalal EN, Rasmussen DR, Nakaya F, Crean PA, Sato M, Evaluating the overall image quality of hardcopy output, in: PICS 1998: IS & T’ s 1998 Image Processing, Image Quality, Image Capture, Systems Conference, Portland, Oregon, USA, May 17 – 20, 1998.
13 Bonnier N, Schmitt F, Brettel H, Berche S, Evaluation of spatial gamut mapping algorithms, in: Color and imaging Conference 14, 56-61( Society of Imaging Science and Technology 2006).
14 Hardeberg JY, Bando E, Pedersen M, Evaluating colour image difference metrics for gamut-mapped images, Color. Technol., 124( 4), 243 – 253( 2008).
15 Lin C, Mottaghi S, Shams L, The effects of color and saturation on the enjoyment of real-life images, Psychon. Bull. Rev. 31, 361 – 372( 2024). https:// doi. org / 10.3758 / s13423-023-02357-4.
16 Internationale Beleuchtungskommission, ed., Colorimetry, 3rd ed., Publication / CIE No. 15( Comm. Internat. de l’ éclairage, 2004).
17 Morovic J, Sun PL, Visual differences in colour reproduction and their colorimetric correlates, in: Color and Imaging Conference( Vol. 10, pp. 292-297),( Society of Imaging Science and Technology, 2002).
18 Gast G, Tse MK, A report on a subjective print quality survey conducted at Nip16. In: Nip & Digital Fabrication Conference, Soc. Imaging Sci. Technol. 2001( 2), 723 – 727( 2001).
19 Miyata K, Tsumura N, Haneishi H, Miyake Y, Subjective image quality for multi-level error diffusion and its objective evaluation method, J. Imaging Sci. Technol. 43( 2), 170 – 177( 1999).
20 Norberg O, Westin P, Lindberg S, Klaman M, Eidenvall L, A comparison of print quality between digital and traditional technologies, in: Proc. IS & T-SID DPP2001: International Conference on Digital Production Printing and Industrial Applications, Antwerp, Belgium, 2001.
21 Andersson M, Norberg O, Color gamut: Is size the only thing that matters?, in: TAGA 2006( TAGA, 2006), p. 273. 22 Hunt RWG, The reproduction of colour( John Wiley & Sons,
2005). ISBN: 0-470-02425-9.
23 Pedersen M, Bonnier N, Hardeberg JY, Albregtsen F, Attributes of image quality for color prints, J. Electron. Imaging 19, 011016( 2010). https:// doi. org / 10.1117 / 1.3277145.
24 Montgomery DC, Design and Analysis of Experiments( John Wiley & Sons, 2017).
25 Hocking RR, Methods and applications of linear models: regression and the analysis of variance, John Wiley & Sons, 2013).