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Fast Fourier Transformation (FFT) for Paper Image Transmission as a Tool for Identification and Differentiation— Method Validation Cover

Fast Fourier Transformation (FFT) for Paper Image Transmission as a Tool for Identification and Differentiation— Method Validation

By:  and    
Open Access
|Dec 2023

Figures & Tables

Fig. 1

Example of an FFT of a single sample of paper.

Table 1

Manufacturer, brand name, grammage, batch number of the product, and sample numbers.

ManufacturerBrand name, grammage and batch of the productSample numbers
MaestroExtra, 80 g/m2, batch No. 9457 A80SA1_1 – A1_25
MaestroExtra, 80 g/m2, batch No. 9457 A80SA2_1 – A2_25
XeroxPremier, 80 g/m2, batch No. 003R98760B1_1 – B1_25
NNunknownC1_1 – C1_10
Fig. 2

Process flow of the two methods.

Fig. 3

Comparison of the two paper samples made using a Fast Fourier Transform (FFT).

Fig. 4

Calculation of the samples’ correlation (Zxy).

Fig. 5

Comparison of samples scanned in different orientations

Fig. 6

Correlation of FFT samples obtained from sheets scanned with alternating orientation.

Fig. 7

Comparison of intra-source (within-sheet) samples.

Table 2

Intra-source correlation obtained when analyzing FFTs using different algorithms.

A1 – ImageJA1 – Adobe PhotoshopC – ImageJC – Adobe Photoshop
Number of comparisons474285205200
Minimum correlation0.730.680.500.60
Maximum correlation1.001.001.001.00
Fig. 8

Correlation ranges for comparisons of intra-source transforms (A1_12–25), using ImageJ.

Fig. 9

Correlation ranges for comparisons of intra-source transforms (A1_12–25), using Adobe Photoshop.

Fig. 10

Correlation ranges for comparisons of intra-source transforms (C1_1–10), using ImageJ.

Fig. 11

Correlation ranges for comparisons of intra-source transforms (C1_1–10), using Adobe Photoshop.

Fig. 12

Comparison of samples from two reams of the same type of paper.

Fig. 13

Correlation of FFTs between samples A1 and A2.

Fig. 14

Correlation of FFTs between samples A2 and B1.

Fig. 15

Correlation of FFTs between group C samples, using ImageJ.

Fig. 16

Correlation of FFTs between group C samples, using Adobe Photoshop.

Fig. 17

Correlation of all examined pairs of FFTs.

DOI: https://doi.org/10.69525/jasqde.285 | Journal eISSN: 1524-7287
Language: English
Page range: 3 - 15
Published on: Dec 1, 2023
Published by: American Society of Questioned Document Examiners
In partnership with: Paradigm Publishing Services

© 2023 Marcin Kunicki, Anna Ferenc, published by American Society of Questioned Document Examiners
This work is licensed under the Creative Commons Attribution 4.0 License.