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COMPARATIVE ANALYSIS
OF WATERMARKING IN
DIGITAL
IMAGES USING DCT & DWT
1
Presented by: Rabin BK
BSc.CSIT 3rd Semester
Introduction
DCT (Discrete Cosine Transform)
DWT (Discrete Wavelet Transform)
References
2
 Compression techniques are developed in the DCT domain (JPEG,
MPEG, MPEG1, and MPEG2) & image processing is more familiar
with it
 Allows an image to be broken up into different frequency bands,
making it much easier to embed watermarking information into the
middle frequency bands of an image
3
DCT (Discrete Cosine Transform)
 To invisibly embed the watermark that can survive lossy data
compressions, a reasonable tradeoff is to embed the watermark
into the middle-frequency range of the image
Fig: Embedding watermark Fig: Detection watermark
 A signal is split into two parts, usually high frequencies and low frequencies.
 The edge components of the signal are largely to the high frequency part.
 The low frequency part is split again into two parts of high and low
frequencies.
This process is continued an arbitrary number of times, which is usually
determined by the application at hand.
4
DWT (Discrete Wavelet Transform)
Fig: Watermark Embedding using DWT
 A step of wavelet transform decomposes an image into four parts: HH, HL, LH
and LL.
 LL is low frequency coefficient, LH is high frequency coefficient horizontally,
HL is high frequency coefficient vertically, and HH is high frequency
coefficient diagonally.
5
DWT (Discrete Wavelet Transform)
Watermark should be embedded in low frequency coefficients. DWT has
significant advantages over geometric attacks such as compression, scaling &
cropping. It is generally observed that DWT is more robust to cropping.
One more advantage of DWT is that it shows acceptable performance with
scaling attacks whereas DCT technique doesn’t work with scaling attacks.
References
• [1] Munesh Chandra, Shikha Pandel, Rama Chaudhary” Digital watermarking technique for
protecting digital images”226-233, IEEE 2010.
• [2] Lijing Zhang, Aihua Li” Robust watermarking scheme based on singular value of
decomposition in DWT domain”19-22, Asia-Pacific Conference on Information Processing IEEE
2009.
• [3] Mei Jiansheng1, Li Sukang1 and Tan Xiaomei” A Digital Watermarking Algorithm Based On
DCT and DWT”,104-107, International Symposium on Web Information Systems and
Applications (WISA’09) 2009.
• [4] Ben Wang1, Jinkou Ding2, Qiaoyan Wen1, Xin Liao1, Cuixiang Liu,” An image watermarking
algorithm based on DWT DCT AND SVD” 1034-1038,IEEE 2009.
• [5] Munesh Chandra, Shikha Pandey” A DWT Domain Visible Watermarking Techniques for
Digital Images”421-427,IEEE 2010.
• [6] Kamran Hameed, Adeel Mumtaz, and S.A.M. Gilani” Digital Image Watermarking in the
Wavelet Transform Domain”83-86, World Academy of Science, Engineering and Technology 13
2006.
6
Queries
7

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Watermarking in digital images

  • 1. COMPARATIVE ANALYSIS OF WATERMARKING IN DIGITAL IMAGES USING DCT & DWT 1 Presented by: Rabin BK BSc.CSIT 3rd Semester
  • 2. Introduction DCT (Discrete Cosine Transform) DWT (Discrete Wavelet Transform) References 2
  • 3.  Compression techniques are developed in the DCT domain (JPEG, MPEG, MPEG1, and MPEG2) & image processing is more familiar with it  Allows an image to be broken up into different frequency bands, making it much easier to embed watermarking information into the middle frequency bands of an image 3 DCT (Discrete Cosine Transform)  To invisibly embed the watermark that can survive lossy data compressions, a reasonable tradeoff is to embed the watermark into the middle-frequency range of the image Fig: Embedding watermark Fig: Detection watermark
  • 4.  A signal is split into two parts, usually high frequencies and low frequencies.  The edge components of the signal are largely to the high frequency part.  The low frequency part is split again into two parts of high and low frequencies. This process is continued an arbitrary number of times, which is usually determined by the application at hand. 4 DWT (Discrete Wavelet Transform) Fig: Watermark Embedding using DWT
  • 5.  A step of wavelet transform decomposes an image into four parts: HH, HL, LH and LL.  LL is low frequency coefficient, LH is high frequency coefficient horizontally, HL is high frequency coefficient vertically, and HH is high frequency coefficient diagonally. 5 DWT (Discrete Wavelet Transform) Watermark should be embedded in low frequency coefficients. DWT has significant advantages over geometric attacks such as compression, scaling & cropping. It is generally observed that DWT is more robust to cropping. One more advantage of DWT is that it shows acceptable performance with scaling attacks whereas DCT technique doesn’t work with scaling attacks.
  • 6. References • [1] Munesh Chandra, Shikha Pandel, Rama Chaudhary” Digital watermarking technique for protecting digital images”226-233, IEEE 2010. • [2] Lijing Zhang, Aihua Li” Robust watermarking scheme based on singular value of decomposition in DWT domain”19-22, Asia-Pacific Conference on Information Processing IEEE 2009. • [3] Mei Jiansheng1, Li Sukang1 and Tan Xiaomei” A Digital Watermarking Algorithm Based On DCT and DWT”,104-107, International Symposium on Web Information Systems and Applications (WISA’09) 2009. • [4] Ben Wang1, Jinkou Ding2, Qiaoyan Wen1, Xin Liao1, Cuixiang Liu,” An image watermarking algorithm based on DWT DCT AND SVD” 1034-1038,IEEE 2009. • [5] Munesh Chandra, Shikha Pandey” A DWT Domain Visible Watermarking Techniques for Digital Images”421-427,IEEE 2010. • [6] Kamran Hameed, Adeel Mumtaz, and S.A.M. Gilani” Digital Image Watermarking in the Wavelet Transform Domain”83-86, World Academy of Science, Engineering and Technology 13 2006. 6