A Discrimination Method of Paper by Fourier Transform and Cross-Correlation Hitomi Miyata Criminal Investigation Laboratory, Metropolitan Police Depar

Similar documents
Visual Evaluation of Polka-dot Patterns Yoojin LEE and Nobuko NARUSE * Granduate School of Bunka Women's University, and * Faculty of Fashion Science,

塗装深み感の要因解析

A Nutritional Study of Anemia in Pregnancy Hematologic Characteristics in Pregnancy (Part 1) Keizo Shiraki, Fumiko Hisaoka Department of Nutrition, Sc

0801391,繊維学会ファイバ12月号/報文-01-西川

Studies of Foot Form for Footwear Design (Part 9) : Characteristics of the Foot Form of Young and Elder Women Based on their Sizes of Ball Joint Girth

<95DB8C9288E397C389C88A E696E6462>

1..FEM FEM 3. 4.

年次大会原稿最終.PDF



S-5.indd

Fig. 3 Flow diagram of image processing. Black rectangle in the photo indicates the processing area (128 x 32 pixels).

Bull. of Nippon Sport Sci. Univ. 47 (1) Devising musical expression in teaching methods for elementary music An attempt at shared teaching

Fig. 1. Active faults in the Kanto district (after Coordinating Committee for Earthquake Prediction, 1980). A-A' PROFILE DOUGUER ANOMALY RESIDUAL ANOM

013858,繊維学会誌ファイバー1月/報文-02-古金谷

™…

JOURNAL OF THE JAPANESE ASSOCIATION FOR PETROLEUM TECHNOLOGY VOL. 66, NO. 6 (Nov., 2001) (Received August 10, 2001; accepted November 9, 2001) Alterna

Corrections of the Results of Airborne Monitoring Surveys by MEXT and Ibaraki Prefecture

WASEDA RILAS JOURNAL

Expressions of dangerous spots as general landmarks, such as the one seen on Plate 2, reflect experiential perception of the boatmen. The expressions

GPGPU

The Image Analysis of Yukatas of Traditional or Untraditional Forms in Comparison Between First and Second Impressions. Ume KAWAKAMI Tokyo Kasei-Gakui

Modal Phrase MP because but 2 IP Inflection Phrase IP as long as if IP 3 VP Verb Phrase VP while before [ MP MP [ IP IP [ VP VP ]]] [ MP [ IP [ VP ]]]

Abstract This paper concerns with a method of dynamic image cognition. Our image cognition method has two distinguished features. One is that the imag

2 94

On the Wireless Beam of Short Electric Waves. (VII) (A New Electric Wave Projector.) By S. UDA, Member (Tohoku Imperial University.) Abstract. A new e


T05_Nd-Fe-B磁石.indd

Study on Application of the cos a Method to Neutron Stress Measurement Toshihiko SASAKI*3 and Yukio HIROSE Department of Materials Science and Enginee




北海道水産試験場研究報告

10生活環境研究報告.indd

A comparative study of the team strengths calculated by mathematical and statistical methods and points and winning rate of the Tokyo Big6 Baseball Le

1 Fig. 1 Extraction of motion,.,,, 4,,, 3., 1, 2. 2.,. CHLAC,. 2.1,. (256 ).,., CHLAC. CHLAC, HLAC. 2.3 (HLAC ) r,.,. HLAC. N. 2 HLAC Fig. 2

1) 1) Props of preparation. Wire Scale Spike Cutter Hammer Tape Marker (, ) Rope(For Sezing) 2) 2) Marking A 22 A point Position of twenty-two times t


日立金属技報 Vol.34

(43) Vol.33, No.6(1977) T-239 MUTUAL DIFFUSION AND CHANGE OF THE FINE STRUCTURE OF WET SPUN ANTI-PILLING ACRYLIC FIBER DURING COAGULATION, DRAWING AND

X線分析の進歩36 別刷

Development of Induction and Exhaust Systems for Third-Era Honda Formula One Engines Induction and exhaust systems determine the amount of air intake

21 Effects of background stimuli by changing speed color matching color stimulus

第62巻 第1号 平成24年4月/石こうを用いた木材ペレット

Core Ethics Vol.

Note; a: Pressure sensor, b: Semi-permeable membrane, c: O-ring, d: Support screen, e: Solution, f: Solvent. Fig. 2. Osmometer cell. Fig. 1. Schematic

56

Microsoft Word - PCM TL-Ed.4.4(特定電気用品適合性検査申込のご案内)

NINJAL Research Papers No.8

1.7 D D 2 100m 10 9 ev f(x) xf(x) = c(s)x (s 1) (x + 1) (s 4.5) (1) s age parameter x f(x) ev 10 9 ev 2

卒業論文はMS-Word により作成して下さい

<836F F312E706466>

学位研究17号

在日外国人高齢者福祉給付金制度の創設とその課題


Fig. 1 Photography of exercise test by Arm Crank Ergometer. Fig. 2 Photography of exercise test by chair with caster. Arm Crank Ergometer Wheelchair T

untitled

Vol.54 No (July 2013) [9] [10] [11] [12], [13] 1 Fig. 1 Flowchart of the proposed system. c 2013 Information

Key words: Antibodies to Leptospira, Tokyo, Uveitis

評論・社会科学 84号(よこ)(P)/3.金子

0801297,繊維学会ファイバ11月号/報文-01-青山

_Y05…X…`…‘…“†[…h…•

2 122

yasi10.dvi

untitled

(2003)

m m Satoshi SATO 48

24 Depth scaling of binocular stereopsis by observer s own movements

) 2) , , ) 1 2 Q1 / Q2 Q Q4 /// Q5 Q6 3,4 Q7 5, Q8 HP Q9 Q10 13 Q11

How to read the marks and remarks used in this parts book. Section 1 : Explanation of Code Use In MRK Column OO : Interchangeable between the new part


How to read the marks and remarks used in this parts book. Section 1 : Explanation of Code Use In MRK Column OO : Interchangeable between the new part

How to read the marks and remarks used in this parts book. Section 1 : Explanation of Code Use In MRK Column OO : Interchangeable between the new part

JAMSTEC Rep. Res. Dev., Volume 12, March 2011, 27 _ 35 1,2* Pb 210 Pb 214 Pb MCA 210 Pb MCA MCA 210 Pb 214 Pb * 2

1., 1 COOKPAD 2, Web.,,,,,,.,, [1]., 5.,, [2].,,.,.,, 5, [3].,,,.,, [4], 33,.,,.,,.. 2.,, 3.., 4., 5., ,. 1.,,., 2.,. 1,,

振動充填燃料の粒子焼結試験実施計画書

4.1 % 7.5 %


How to read the marks and remarks used in this parts book. Section 1 : Explanation of Code Use In MRK Column OO : Interchangeable between the new part

FUJII, M. and KOSAKA, M. 2. J J [7] Fig. 1 J Fig. 2: Motivation and Skill improvement Model of J Orchestra Fig. 1: Motivating factors for a

ABSTRACT The movement to increase the adult literacy rate in Nepal has been growing since democratization in In recent years, about 300,000 peop

75 Author s Address: Possibility of Spatial Frequency Analysis of the Three-dimensional Appearance and Texture of Facial Skin

Introduction ur company has just started service to cut out sugar chains from protein and supply them to users by utilizing the handling technology of



【教】⑮長島真人先生【本文】/【教】⑮長島真人先生【本文】

Table 1. Assumed performance of a water electrol ysis plant. Fig. 1. Structure of a proposed power generation system utilizing waste heat from factori

obtained for the liniarization, and was found to have a remarkably wider dynamic range (order of approximately 103) than that of conventional screen/f

Microsoft Word - ??? ????????? ????? 2013.docx

1 Web [2] Web [3] [4] [5], [6] [7] [8] S.W. [9] 3. MeetingShelf Web MeetingShelf MeetingShelf (1) (2) (3) (4) (5) Web MeetingShelf


”R„`‚å−w‰IŠv†^›¡‚g‡¾‡¯.ren

CPP46 UFO Image Analysis File on yucatan091206a By Tree man (on) BLACK MOON (Kinohito KULOTSUKI) CPP46 UFO 画像解析ファイル yucatan091206a / 黒月樹人 Fig.02 Targe

20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow

Nippon Suisan Gakkaishi 64(4), (1998) Biodegradation of Raw Silk in Seawater Akihiko Nakayama,*1,*3 Yoshihiro Inoue,*2 Yozo Tahara,*2,*4 Shozo

先端社会研究 ★5★号/4.山崎

Mikio Yamamoto: Dynamical Measurement of the E-effect in Iron-Cobalt Alloys. The AE-effect (change in Young's modulus of elasticity with magnetization

P036-P041

untitled

九州大学学術情報リポジトリ Kyushu University Institutional Repository 看護師の勤務体制による睡眠実態についての調査 岩下, 智香九州大学医学部保健学科看護学専攻 出版情報 : 九州大学医学部保健学

Transcription:

A Discrimination Method of Paper by Fourier Transform and Cross-Correlation Hitomi Miyata Criminal Investigation Laboratory, Metropolitan Police Department Makoto Shinozaki Advanced Technology Research Laboratory, Oji Paper Co., Ltd. This paper presents a novel method of identifying a paper sheet by calculating the similarity of the power spectrum of a frequency analysis. Focus has been put on the wire mark in paper as a periodicity in this work. Hand sheets prepared with 5 different commercial wires provided both of 'samples' and 'references'. The two-dimensional fast Fourier transform (FFT) was applied to the light-transmitted images of the sheets to obtain power spectra (PS). Each 'reference' PS file was prepared by averaging 12 PS out of 3 hand sheets per wire. This procedure is to reduce a local variation of paper. The group of the reference PS files can be considered as a database. Another sheet of the same papers was creased intentionally to make a 'sample'. Only a part of the sheet offered a PS for the data. Cross-correlation calculation has been adopted for the quantitative similarity calculation between PS of the samples and of the references. Wavelengths longer than approximately 1. 6 mm, herein, have been eliminated for the correlation calculations. Since the periodicity of a wire should be around 0.5 mm and the powers of relatively longer wavelengths are remarkably large comparing to that of the shorter wavelengths, the powers of the wavelengths longer than 1.6mm lower the correlation precision. Every sample showed the highest similarity when it was coupled with the reference out of the same wire. This implies the possible usefulness of the cross-correlation matching method applied to the power spectrum of FFT analysis of the light-transmitted images in order to distinguish paper. Keywords: Fourier transform, power spectrum, cross-correlation, wire mark, image analysis, frequency analysis

wire A hand sheets: a1 through a4 wire B hand sheets: b1 through b4 Table 1 Mesh counts and yarn materials of the forming wires *mesh count: strands per inch wire E hand sheets: e1 through e4 Fig. 1 Five different commercial forming wires providing four hand sheets each. The center of the sheet has the wire-mark of its original wire.

wire A wire D wire A wire D wire B wire E wire B wire E wire C Fig. 2 Light-reflected images of commercial wires with a dimension of 32.5mm wide by 30.5 mm high. wire C Fig. 3 Light-transmitted images of hand sheets out of the commercial wires, A thru E, shown in Fig. 2. The dimension was of the same size with that of the wires. Note that each image shows mirror-reflected wire-mark of its original wire.

Four parts a sheet and three sheets a wire were Fourier-Transformed and produced 12 Power Spectra (PS) for a wire. 5-1; PS of paper 'a' 5-2; PS of creased paper 'a' 5-3; PS of paper 'b' Fig. 4 Method to determine 'reference' power Fig. 5 The FFT power spectra of two paper 'a' and spectra as a database. b' and of creased 'a'. Our eyes can see that 5-2 looks more similar to 5-1 than to 5-3.

Table 2 Cross correlation 'E' between the power spectra of the 'samples' and of the 'refernces' Each sample (written in lower case letters; a through e) showed the highest similarity (i.e. the cross correlation E) when it was compared with the reference (written in upper letters ; A through E) prepared with the same wire. (underlined pairs; a is with A, b is with B and so forth). 7) Sugita, Suzuki "Discrimination of paper by macro -and microscopic Observation", INTERNA- TIONAL WORKSHOP ON THE FORENSIC OF TRACE EVIDENCE Proceeding (1998)

uring Fabric Mark in Board Using Image Analy- sis" J. Pulp and Paper Sci. 20 (8) 220 (1994). 11) H. Praast, L. Goettsching: "Analyse der Siebmarkierung im Durchlicht" Das Papier 41 (3), 105 (1987) 12) A.A. Koukoulas, N. Nguyen, B.D. Jordan "Meas-