[go: up one dir, main page]

Shi et al., 2016 - Google Patents

Source camera identification with computational intelligence techniques

Shi et al., 2016

View PDF
Document ID
8903164645366725850
Author
Shi C
et al.
Publication year

External Links

Snippet

Identifying the source camera of images is becoming increasingly important nowadays with the popularity of image capturing devices and easy access of image processing software. In this thesis, commonly used camera identification approaches have been reviewed. These …
Continue reading at theses.lib.polyu.edu.hk (PDF) (other versions)

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/36Image preprocessing, i.e. processing the image information without deciding about the identity of the image
    • G06K9/46Extraction of features or characteristics of the image
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10024Color image
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/62Methods or arrangements for recognition using electronic means
    • G06K9/6217Design or setup of recognition systems and techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/00221Acquiring or recognising human faces, facial parts, facial sketches, facial expressions
    • G06K9/00268Feature extraction; Face representation
    • G06K9/00281Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00Image enhancement or restoration, e.g. from bit-mapped to bit-mapped creating a similar image
    • G06T5/001Image restoration
    • G06T5/002Denoising; Smoothing
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20048Transform domain processing
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/30Transforming light or analogous information into electric information
    • H04N5/335Transforming light or analogous information into electric information using solid-state image sensors [SSIS]
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/00624Recognising scenes, i.e. recognition of a whole field of perception; recognising scene-specific objects
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/00006Acquiring or recognising fingerprints or palmprints
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T1/00General purpose image data processing
    • G06T1/0021Image watermarking
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/222Studio circuitry; Studio devices; Studio equipment; Cameras comprising an electronic image sensor, e.g. digital cameras, video cameras, TV cameras, video cameras, camcorders, webcams, camera modules for embedding in other devices, e.g. mobile phones, computers or vehicles
    • H04N5/225Television cameras; Cameras comprising an electronic image sensor, e.g. digital cameras, video cameras, video cameras, camcorders, webcams, camera modules for embedding in other devices, e.g. mobile phones, computers or vehicles
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N1/00Scanning, transmission or reproduction of documents or the like, e.g. facsimile transmission; Details thereof

Similar Documents

Publication Publication Date Title
Sharma et al. Comprehensive analyses of image forgery detection methods from traditional to deep learning approaches: an evaluation
Lin et al. Recent advances in passive digital image security forensics: A brief review
Lin et al. Preprocessing reference sensor pattern noise via spectrum equalization
Chierchia et al. A Bayesian-MRF approach for PRNU-based image forgery detection
Li et al. Color-decoupled photo response non-uniformity for digital image forensics
Al-Ani et al. On the SPN estimation in image forensics: A systematic empirical evaluation
Bernacki A survey on digital camera identification methods
Chierchia et al. Guided filtering for PRNU-based localization of small-size image forgeries
Xu et al. Source camera identification from image texture features
Fan et al. Estimating EXIF parameters based on noise features for image manipulation detection
Gupta et al. A study on source device attribution using still images
Ahmed et al. Comparative analysis of a deep convolutional neural network for source camera identification
Sandoval Orozco et al. Smartphone image acquisition forensics using sensor fingerprint
Quintanar-Resendiz et al. Capture device identification from digital images using Kullback-Leibler divergence
Mehrish et al. Sensor pattern noise estimation using probabilistically estimated RAW values
Venkata et al. Eliminating the effects of illumination condition in feature based camera model identification
Zuo Camera model identification with convolutional neural networks and image noise pattern
Liu et al. Splicing forgery localization via noise fingerprint incorporated with CFA configuration
Shi Source camera identification with computational intelligence techniques
Fan et al. Image tampering detection using noise histogram features
Chen et al. Forensic technology for source camera identification
Singh et al. Exploring Biomedical Video Source Identification: Transitioning from Fuzzy-Based Systems to Machine Learning Models
Ahmed Temporal image forensics for picture dating based on machine learning
Roy et al. Robust Source Camera Identification of Image Using Mean Subtracted Contrast Normalization for Digital Forensic Investigation
Olaniyi-Ibiloye et al. Blind Image Clustering Using Contaminated Sensor Pattern Noise