Digital audio forensics: a first practical evaluation on microphone and environment classification
Proceedings of the 9th workshop on Multimedia & security
Can we trust digital image forensics?
Proceedings of the 15th international conference on Multimedia
Survey of Scanner and Printer Forensics at Purdue University
IWCF '08 Proceedings of the 2nd international workshop on Computational Forensics
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Using noise inconsistencies for blind image forensics
Image and Vision Computing
Theoretical exploration of pattern attributes for maximum-length shift-register sequences
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Fundamental theories on new pattern exclusive coding
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Multimedia Forensics Is Not Computer Forensics
IWCF '09 Proceedings of the 3rd International Workshop on Computational Forensics
Using Sensor Noise to Identify Low Resolution Compressed Videos from YouTube
IWCF '09 Proceedings of the 3rd International Workshop on Computational Forensics
Camera-Model Identification Using Markovian Transition Probability Matrix
IWDW '09 Proceedings of the 8th International Workshop on Digital Watermarking
Scanner identification using feature-based processing and analysis
IEEE Transactions on Information Forensics and Security
Intrinsic sensor noise features for forensic analysis on scanners and scanned images
IEEE Transactions on Information Forensics and Security
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Accurate detection of demosaicing regularity for digital image forensics
IEEE Transactions on Information Forensics and Security - Special issue on electronic voting
The 'Dresden Image Database' for benchmarking digital image forensics
Proceedings of the 2010 ACM Symposium on Applied Computing
A structured approach to detect scanner-printer used in generating fake document
ICISS'07 Proceedings of the 3rd international conference on Information systems security
Image forensics of digital cameras by analysing image variations using statistical process control
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Device temporal forensics: an information theoretic approach
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Source camera identification using enahnced sensor pattern noise
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Raw tool identification through detected demosaicing regularity
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A hybrid model for digital camera source identification
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Source camera identification using enhanced sensor pattern noise
IEEE Transactions on Information Forensics and Security
Building fingerprints with information from three color bands for source camera identification
Proceedings of the 2nd ACM workshop on Multimedia in forensics, security and intelligence
How unique is your web browser?
PETS'10 Proceedings of the 10th international conference on Privacy enhancing technologies
A novel multi-size block benford's law scheme for printer identification
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Camera response functions for image forensics: an automatic algorithm for splicing detection
IEEE Transactions on Information Forensics and Security
Scene illumination as an indicator of image manipulation
IH'10 Proceedings of the 12th international conference on Information hiding
Digital image forensics: a booklet for beginners
Multimedia Tools and Applications
Detection of tampering inconsistencies on mobile photos
IWDW'10 Proceedings of the 9th international conference on Digital watermarking
Vision of the unseen: Current trends and challenges in digital image and video forensics
ACM Computing Surveys (CSUR)
A passive image authentication scheme for detecting region-duplication forgery with rotation
Journal of Network and Computer Applications
Exposing image forgery with blind noise estimation
Proceedings of the thirteenth ACM multimedia workshop on Multimedia and security
Exposing photo manipulation with inconsistent reflections
ACM Transactions on Graphics (TOG)
Computer Standards & Interfaces
Measuring the statistical correlation inconsistencies in mobile images for tamper detection
Transactions on Data Hiding and Multimedia Security VII
Classification of digital camera-models based on demosaicing artifacts
Digital Investigation: The International Journal of Digital Forensics & Incident Response
Source video camera identification for multiply compressed videos originating from YouTube
Digital Investigation: The International Journal of Digital Forensics & Incident Response
Unexpected artefacts in PRNU-based camera identification: a 'Dresden Image Database' case-study
Proceedings of the on Multimedia and security
Camera model identification based on the characteristic of CFA and interpolation
IWDW'11 Proceedings of the 10th international conference on Digital-Forensics and Watermarking
Detecting re-captured videos using shot-based photo response non-uniformity
IWDW'11 Proceedings of the 10th international conference on Digital-Forensics and Watermarking
Image forensics of high dynamic range imaging
IWDW'11 Proceedings of the 10th international conference on Digital-Forensics and Watermarking
Identification of smartphone-image source and manipulation
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Robust evidence detection of copy-rotate-move forgery in image based on singular value decomposition
ICICS'12 Proceedings of the 14th international conference on Information and Communications Security
A forgery detection algorithm for exemplar-based inpainting images using multi-region relation
Image and Vision Computing
Decomposed PRNU Library for Forensics on Photos
International Journal of Digital Library Systems
A Survey of Digital Forensic Techniques for Digital Libraries
International Journal of Digital Library Systems
Optimizing acoustic features for source cell-phone recognition using speech signals
Proceedings of the first ACM workshop on Information hiding and multimedia security
Journal of Visual Communication and Image Representation
Open set source camera attribution and device linking
Pattern Recognition Letters
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In this paper, we propose a new method for the problem of digital camera identification from its images based on the sensor's pattern noise. For each camera under investigation, we first determine its reference pattern noise, which serves as a unique identification fingerprint. This is achieved by averaging the noise obtained from multiple images using a denoising filter. To identify the camera from a given image, we consider the reference pattern noise as a spread-spectrum watermark, whose presence in the image is established by using a correlation detector. Experiments on approximately 320 images taken with nine consumer digital cameras are used to estimate false alarm rates and false rejection rates. Additionally, we study how the error rates change with common image processing, such as JPEG compression or gamma correction.