• DocumentCode
    2030978
  • Title

    Steganalysis of ±1 Embedding using Lossless Image Compression

  • Author

    Boncelet, Charles ; Marvel, Lisa

  • Author_Institution
    Delaware Univ., Newark
  • Volume
    2
  • fYear
    2007
  • fDate
    Sept. 16 2007-Oct. 19 2007
  • Abstract
    We present a method for detecting steganography using plusmn1 embedding. The method uses a lossless compression technique to compress the last two bitplanes in an effort to model the image structure where the data may be hidden. A small number of statistics are then computed using the model and fed into a support vector machine to classify detection results. Results presented are obtained using k-fold cross-validation method using a large set of never compressed grayscale images. Detection results show improvement over current plusmn1 steganalysis methods.
  • Keywords
    cryptography; data compression; data encapsulation; image classification; image coding; image colour analysis; statistical analysis; support vector machines; detection result classification; grayscale images; k-fold cross-validation method; lossless image compression; statistics; steganalysis; support vector machine; Digital images; Frequency; Gray-scale; Image coding; Quantization; Statistics; Steganography; Support vector machine classification; Support vector machines; Watermarking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2007. ICIP 2007. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1437-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2007.4379114
  • Filename
    4379114