2008-IUPR-05Jun_1739.pdf

0.3 1.1 100 1000 100dpi 105 10561 109 1200dpi 129 137 150 151 151-159 159 1941.1 1979 1986 1993 1997 1998 2-15 2-5 2.1 2.2 200 2001 2002 2004 2005 2006 2007 200dpi 215 218 222 250 255 3.1 3.2 3.3 300 300dpi 306 311 318 350 362 3852 400 400dpi 430 440 4860 500 5310 5681 67663 692 701 915 923 A.D A.S ACCV ASQDE Abstract According Accuracy Additionally After Afterwards Akao Albert Ali All Allebach Also Although American Another Area Armin Article Artificial Aspects Athanasopoulou B.S Based Because Bhagvati Books Box Breuel But C.C C.H C.J C.K C4.5 CIS CRC Canon Caused Center Chan Chang Chen Cheng Chiang Chim China Chiu Christian City Class Classification Cognition Comparing Computational Computer Conclusion Conference Contents Counterfeit Courier Cybernetics DFKI DIN-ISO DIST DISTmax DISTrel DMS DMSs Dasari Database Decision Delp Detecting Deterrence Digital Discrimnation Distance Distributed Distribution Document Documents Due Each Edge Eds Ellen Engineers English Epson Error Especially Evaluation Even Examination Examiners Experimental Experiments Explorations Features Fig For Forensic Forgery Foundations Francis Francisco Fujitsu Furthermore G.C German Germany Ghuangzhou Gonzalez Google Grauert Gray Graylevel-Features H.Y HSV Hall Hewlett-Packard High-Throughput Hilton Hinton How However IEEE III Identification Image Inc Instead Instrumentation Intelligence Interestingly Internal International Introduction Investigations J.D J.L J.L.C J.R J.S Jose Journal Judging July Kaiserslautern Kaufmann Kelly Kentucky Key Kobayashi Krezias LIBSVM Lake Lampert Learning Lecture Let Leung Lin Lindblom MARS MIT-Press MLP Machine Makris Man Management Map Marco Max May McClelland MediaTeam Medical Mei Microstructure Mikkilineni Min Morgan Multi-Layer Multilayer-Perceptron Multimedia N.L NIP18 NIP20 Narayanan Nayar New Nickell Notes Notice Nowadays Observing Oliver Only Optical Osborn Osbornand Otsu Oulu Overall P.J Parallel Parker Perceptron Performing Perimeter Photo-Optical Poon Prentice Presented Press Printed Printer Printing Proceedings Processing Project Propagating Propagation Publishers Questioned Quinlan R.C R.E R.F Rate Recent Records References Regarding Related Renesse Representations Research Resolution Results Ricoh Roughness Rumelhart S.A S.C S.K SPIE SVM Salt San Schreyer Schulze Science Scientfic Scientific Sec.2.2 Security Seki Setup Shum Similar Since Single Society Software Some Springer Stahl Steganography Subsequently Sugawara Support Surface Surprisingly System Systems T.M TIFF Taylor Tchan Technique Techniques Technologies Testing The Therefore These Thesis This Thomas Top Training Transactions Tree Tweedy USA Unfortunately University Use V.T VII Value Vector Vol Volume W.C Watermarking Where Williams With Within Woods Work Y.S ability able according account accuracy accuracyD accuracyT achieve achieved activities actually added additional aging aimed algorithm all-in-one alterations altered analysis annotated annotation answering appliance applicability applicable applications applied apply applying approach approaches appropriate area areas armin.stahl art article aspect assessment assumed assuming attempting auditing authenticity automatic automation available avoid backpropagation banknotes banks based basis best bills binarization binarized binary black bounding box business calculated called camera capability capable captured carried case cases caused certain changes chapter character characteristics characterize characters chemical chosen chracteristics christian.schulze circles cjlin class classification classified classifier classifiers cleaner clear close co-founders co-occurance co-occurrence coarse codes coeff coefficients color colour combination common commonly community companies compare compared comparing comparison comparisons component components concerning confidence confronted connected consequently considering consist consistence constant constraint constraints constructed containing content contrast cooc copiers copy cor corr correct correctly corresponding counterfeit counterfeited counterfeits counterfight countries coverage covering create created creation cross currently curves cutting daily data database databases dataformat day ddistmap deciding decision decreasing defects defined demonstrated depicts derived described designed desirable destructive details detect detected detecting detection determination determine determining devel developed development deviation device devices dfki.de diff difference differences different differentation differentiates differently differing digital dimension directly discriminating discrimnate discussed disprofit dist distance distances distinctive distinguished distmap distributed divided document document-database documents dot dotted dpi droplets drops duckling easy edge edges edn eds effect elaborate elaborated emerged entries environments epochs equation especially essential evaluate evaluated evaluating evaluation examination examinations examine examined examiners examining excellent exclusively exhaustive exhibit exhibiting exhibits experimental experiments explained explicitly extensive extracted extracting extraction eye fact far feasible feature features feed fewer fills filter fingerprints following follows fontsize fonttype forensic forged forgeries form formal forward founding fraudulent free frequency function future gained gauss gears general generated generation genuine german given gives giving global goal governmental graphs gray gray-level gray-scale graylevel greater grid ground growing hand handled high high-throughput higher histogram histograms holding home homogenity hsv http hue human i.e identification identified illegal illustrated image images imagine imaging immediately impact implementations implementing important improved included including incoming increasing indicate indicates inescapable influence informatik.uni-kl.de information initialized ink inkjet inkjetprinted insights instance instances insurances intelligent interesting interpreted intervals intuitively investigate investigated investigation invisible invoices involvement jun kernel knowledge known large large-scale laser layout lbp lead leads leaf learned learning leave left legitmate letter letter3 letters level library libsvm like limited line lineheight link literature little locations look looked loss lot low lower lowest lunch machine machines major making management manipulated manner manufacturers manufacturers4 map mapping marco.schreyer mark marks mask masked max maximal mean measuring median method methods metrics min minimal minimum model modern multi-layer multidimensional mutual nearest nearly necessary necessity need needed needing nert new newspapers non normal number observation observations observed obtained obvious occurred offer office old opment opportunity optimal optimized organizations original originating outline outlined overfitting overviews paper paperless parameter parameters particular passing patterns payments pca percentage perceptron perform performance performed performing perimeter phase photocopiers physical picked piece pitch pixel pixels plot plots pointed possible postpruned practice prepared presented prevented price print printed printer printers printing printouts problems procedures process processed processing production programs progress progresses prominent promising proper properties proposed protection provide providing pruning publications published purports purposes quality quantitative quartile question questioned questions quite radial-basis raggedness randomly rate rates rbf reach reached real reasons receiver recent recently recognition recognized rectangle reduction refering refers regarding regional regions regression regular related relates relative relatively reported representation resolution resolutions respect resulted resulting results reveal reveals review right rough roughness round roundness run runs sample sampling satellite scale scan scanned scanner scanning scans scenario scenarios scheme science search searches searching second security seen selected selection serial set setup shape sharper sharpness short shown shows signature signatures significantly similarity simple simply single slightly smoothed smoothing sophisticated source space spatial speaking specific specifies speed spray spur squares standard state stated step storage stored stratified strong study substrate substrates suitable suited support surface surrounding suspected systems taken technique techniques technologies technology template ten-fold terms test test-document tested testing tests textbooks textural texture theorem things thousand threshhold threshholding threshold throughput timeframes tmb today toner tool total traces trained training transformed tree trees truth type types typical typically ugly unaided underlying undertaken uniformity unpublished usability usage use used useful using usual usually validation valley valuable value values van variance variant variety vector vectors verification version versus visible width words work world written www.csie.ntu.edu.tw www.iupr.org xEdge year years yellow yields