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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1356
Data Embedding using Image Steganography
Ashish S1, Manjunath P2, K S Prateek3, Ashith Kiran Parlakoti4, Dr. Bhuvana Suganthi D5
1,2,3,4 UG-BE, Dept. of Electronics and Communication Engineering, BNMIT
5Associate Professor, Dept. of Electronics and Communication Engineering, BNMIT, Karnataka, India
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - This paper provides a secured communication
using both steganography and cryptographic techniques,
which gives the maximum security in the communication link.
AES algorithm is used to encrypt and decrypt the text. Thetext
obtained from the above process is embedded and extracted
using DWT algorithm. Stego-image is emailed to the intended
receiver. MATLAB is used for the above-mentioned process.
The model contains sender GUI and receiver GUI which
performs the simulation. Integrating steganography and
cryptographic techniques higher levels of security can be
achieved.
Key Words: Advanced Encryption Standard (AES),
Discrete Wavelet Transform (DWT), Discrete Cosine
Transform (DCT), Least SignificantBit(LSB),RSA(Rivet-
Shamir-Adleman), Graphical User Interface (GUI).
1. INTRODUCTION
Security is the major reason, where the communication
engineers are more concerned about. Thus, the engineers
develop more and more complex algorithms to secure the
channel from the attackers, which are known as
“Cryptographic” techniques. Techniques like RSA (Rivet-
Shamir-Adleman), AES (Advanced Encryption Standard),
DES (Data Encryption Standard), Diffie-Helman Key
Exchange and many more are introduced. But these
techniques became usual to public thus, the techniques are
vulnerable to the hackers or the middle man. [1]
Earlier, people used steganography to send the secret
message. Techniques like pin punching, using invisible ink,
word patterns and many more are used. But the secret
message is easily decoded. So, using only steganography
does not meet requirements of security. Thus, engineers
used both steganography and cryptographic techniques to
achieve the maximum security.
AES algorithm is used on the given data thus we obtain
encrypted text in the sender GUI and decrypted text from
the receiver GUI, generally the text obtained is known as
“AES Encrypted Text”, where the algorithm has different
number of rounds depending on the key size. The text
obtained is embedded to an image in sender GUI and
extracted from the image in receiver GUI. The process of
embedding and extracting process is done using DWT
Algorithm. The embedded imageisknownas“Stego-Image”.
Here, the stego-image is emailed using SMTP protocol using
google as the server.
2. COMPARATIVE ANALYSIS
Various algorithms for cryptography (AES and RSA)and
steganography (DWT, DCT and LSB) are compared. AES is a
symmetric key encryption system, whereas RSA is an
asymmetric key encryption system. Table 1, shows the
results obtained. [3]
AES is compared with RSA, where the former is more
advantageous. Since throughput andconfidentialityofAESis
higher than RSA, so AES algorithm forthe encryptionstageis
implemented.
Table -1: Cryptographic Analysis
Different algorithms for the steganography stage are DWT,
DCT and LSB are compared in Table 2. [2][4]
Table -2: Steganographic Analysis
Method DWT DCT LSB
Invisibility High High Low
Robustness High Medium Low
PSNR Low High Medium
MSE High Low Medium
DWT has more features favoring for the results that we
intend to get. Though DWT has high MSE, we have other
features that gains high markscomparedtootheralgorithms
hence the trade-off.
The following sections gives the AES and DWT
implementation and the results obtained.
SL. NO. Features AES RSA
1 Type Symmetric Asymmetric
2 Throughput High Low
3 Confidentiality High Low
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1357
SubByte Transform
Shift Rows
Mix Columns
Add Round Key
3. AES (ADVANCED ENCRYPTION STANDARD)
AES is the symmetric cryptosystem in which single key is
used for both encryption and decryption.Figure1,showsthe
first level of security using AES encryption technique.InAES
there are different stages which is iterated number of times
based on the length of the key used.
One Round
Figure -1: Encryption Process of AES algorithm
Figure -2: Decryption Process of AES algorithm
The process of AES is shown in Algorithm 1.
Algorithm-1: Advanced Encryption Algorithm
Step 1: Obtain the key from user and encrypt the same.
Step 2: Convert the key and message into the matrix form.
Step 3: Add the key to the message matrix as initial stage.
Step 4: Circular shift elements of the above obtained
matrix to right once for each row except for first row.
Step 5: Add the random matrix to the above matrix
which gives mixed column Matrix.
Step 6: Add the key again to the above matrix.
For decryption, in figure 2 the same steps are followed
where the message matrix is replaced with cipher text
matrix. All stages in each round is performed using the key
sent by the sender which will be in encrypted form. Three
stages add round key, shift rows and mixed columns are
used. Substitute byte transform is not included.
The pivotal feature of AES technique is the flexibility to use
the desired key lengths which indeed increases the
complexity. AES allows the sender to use the large size keys.
The number of rounds is also decided by the length of the
key used. Table 3 shows the number of rounds and key size.
Table -3: Number of Rounds and Key Size
Key Size Number of Rounds
10 128
12 192
14 256
4. DWT (DISCRETE WAVELET TRANSFORM)
Steganography techniques can be implemented in mainly
two categories,namelyspatial andtransformdomain.Spatial
domain makes use pixel values of cover image to embed the
secret data. The transform domain makes use of more
complex frequency domain of image to store data. One such
multi resolution analysis technique is DWT. DWT having its
own localization property of space frequency and highly
efficient method for decomposition of signals in sub band.
Wavelet transform disseminates the base image to wavelet
coefficients, which are stored efficiently than pixel blocks.
Since DWT is a 1-D filter to be applied on a 2-D image, once
along the rows of the image and then along columns or vice
versa is referred as 2-D DWT. DWT process firstly
transforms time domain to frequency domain image sub-
bands. Transform domain splits the image signal into high
and low frequency components by passing it through filters,
only high frequency part (edge component) is used for data
embedding as human eye senses less change in edges.
Current common lossy image compressionjpeg2000isbuilt
based on wavelet transform. [5]
2-D wavelet transform is applied in horizontal direction,
then followed by vertical direction for single level
decomposition, which leads to LL1, LH1, HL1 and HH1 sub-
bands. 2-D wavelettransformfunctionsbydecompositionon
array of the rows, dividing the array into two halves of
vertical with average coefficients in the first half and
containing detail coefficients in second half. Same process
repeats itself for array of columns leading to generation of 4
sub-bands within pre-defined array with the presence of
filters as shown in Figure-3. HH sub-band is used for
successive level decomposition, and also make use of HL if
HH is saturated for embedding of data. HH sub-band further
Sub-Byte Transform
Shift Rows
Mix Columns
Add Round Key
Add Round Key
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1358
IMAGE
decomposes to four sub-bands on application of DWT to
obtain second level decomposition. Data embedding in HH
has its own advantage of non-detectability. Signal
decomposition to various frequency bands make it possible
to process independently. [6]
ROW COLUMN
DWT DWT
Figure -3: Sub-Band Generation
Inbuilt MATLAB function YCbCr is a variety of color space
that can be used as a part of color image and digital
photography, Y stands out for luma or luminescence
(brightness level) and C for chroma (Intensity of color).
Instead of representing an image in RGB, we can makeuseof
only two colors blue and red and one brightness level in
between black and white to represent the same RGB image
which provides more space to embed secret data. Haar
wavelet is a discontinuous step function, used for ortho
normal system in the unit interval. Consisting of two
operation, one is the horizontal and the other in the vertical
direction. Scanning of pixels from left to right row wise, and
performs addition and subtraction of pixel values. This
technique is mainly used for pairing up theinputvalues with
storing difference and passing the sum repeatedly to obtain
one final sum. Haar wavelet is one of the simplest types of
wavelet and simple compression technique computing
average and difference terms and reconstructing matrix
similar to input image matrix. [7]
The process of embedding the textintotheimageisshownin
Algorithm 2.
Algorithm-2: Embedding Process
Step 1: Reading the cover image.
Step 2: Reading the encrypted text message.
Step 3: Convert the given image to YCbCr color space.
Step 5: Construct the Haar wavelet (MATLAB inbuilt
function: Liftwave).
Step 6: Apply the DWT to image on Cb channel (MATLAB
inbuilt function: LWT2).
Step 7: Embedding data in HH sub-band.
Step 8: If HH sub-band is saturated, use HL.
Step 9: Restore matrix dimensions.
Step 10: Apply IDWT to obtain Stego-image.
The process of extracting the text into the image is shown in
Algorithm 3.
Algorithm 3: Extracting Process
Step 1: Read the stego-image.
Step 2: Extract the blue difference chroma Cb.
Step 3: Construct the Haar wavelet.
Step 4: Apply the DWT to the Stego-Image, on Cb channel.
Step 5: Read the data from HH/HL regions.
Step 6: Convert the data from binary to ASCII.
5. RESULTS OBTAINED
MATLAB r2016a or higher version is used. MATLAB
requires a minimum RAM of 3GB and Windows 7 & above
Operating System.
The steps for transmitting the message using sender GUI
is given below:
Step 1: Enter the message.
Step 2: Binary conversion of message.
Step 3: Enter the secret key.
Step 4: Apply AES encryption algorithm.
Step 5: Browse the image.
Step 6: Embedding the data.
Step 7: Enter the receiver email to send the image.
Step 8: Calculate Hiding Capacity, Peak signal To Noise
Ratio and Mean Square Error.
Hiding capacity is calculated using inbuilt function
capacity ( ). Mean square error is calculated using the
formula
MSE = (1)
where I is the input image and K is the stego image. Peak
signal to noise ratio is calculated using
PSNR = (2)
5.1. GUI FOR SENDER:
Figure-4: Sender End GUI
The steps for receiving the message using receiver GUI is
given below:
Step 1: Browse stego-image.
Step 2: Extract the data.
Step 3: Enter the secret key.
Step 4: Decrypt the data.
Step 5: Binary conversion.
L H LL1 HL1
LH1 HH1
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1359
5.2. GUI FOR RECEIVER:
Figure-5: Receiver End GUI
ACKNOWLEDGEMENT
We would like to thank our guide, Dr. Bhuvana Suganthi for
her guidance and valuable feedback with regards to
processing forward with this project thus far.
REFERENCES
[1] “A Survey on various types of Steganography and
Analysis of Hiding Techniques” Navneet Kaur, Sunny
Behal. (May- 2014).
[2] “Performance Analysis of LSB, DCT, and DWT for Digital
Watermarking Application Using Steganography”
Saravanan Chandran, Ph.D., MIEEE. (Januar-2015).
[3] “A Comparative Analysis of AES and RSA Algorithms”
Shaili Singhal, Dr. Niraj Singhal. (May-2016).
[4] “A Survey on different techniques of steganography”
Harpreet Kaur, Jyoti Rani. (2016).
[5] “Image Steganography Using Discrete Wavelet
Transform– A Review” Tushara M, K. A. Navas. (Februa
ry-2016).
[6] “A Novel DWT based Image Securing Method using
Steganography” (2016) Della Babya, Jitha Thomasa,
Gisny Augustinea, Elsa Georgea, Neenu Rosia Michael.
[7] “A DWT Based Approach for Image Steganography”
Po-Yueh Chen, Hung-Ju Lin.

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IRJET- Data Embedding using Image Steganography

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1356 Data Embedding using Image Steganography Ashish S1, Manjunath P2, K S Prateek3, Ashith Kiran Parlakoti4, Dr. Bhuvana Suganthi D5 1,2,3,4 UG-BE, Dept. of Electronics and Communication Engineering, BNMIT 5Associate Professor, Dept. of Electronics and Communication Engineering, BNMIT, Karnataka, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - This paper provides a secured communication using both steganography and cryptographic techniques, which gives the maximum security in the communication link. AES algorithm is used to encrypt and decrypt the text. Thetext obtained from the above process is embedded and extracted using DWT algorithm. Stego-image is emailed to the intended receiver. MATLAB is used for the above-mentioned process. The model contains sender GUI and receiver GUI which performs the simulation. Integrating steganography and cryptographic techniques higher levels of security can be achieved. Key Words: Advanced Encryption Standard (AES), Discrete Wavelet Transform (DWT), Discrete Cosine Transform (DCT), Least SignificantBit(LSB),RSA(Rivet- Shamir-Adleman), Graphical User Interface (GUI). 1. INTRODUCTION Security is the major reason, where the communication engineers are more concerned about. Thus, the engineers develop more and more complex algorithms to secure the channel from the attackers, which are known as “Cryptographic” techniques. Techniques like RSA (Rivet- Shamir-Adleman), AES (Advanced Encryption Standard), DES (Data Encryption Standard), Diffie-Helman Key Exchange and many more are introduced. But these techniques became usual to public thus, the techniques are vulnerable to the hackers or the middle man. [1] Earlier, people used steganography to send the secret message. Techniques like pin punching, using invisible ink, word patterns and many more are used. But the secret message is easily decoded. So, using only steganography does not meet requirements of security. Thus, engineers used both steganography and cryptographic techniques to achieve the maximum security. AES algorithm is used on the given data thus we obtain encrypted text in the sender GUI and decrypted text from the receiver GUI, generally the text obtained is known as “AES Encrypted Text”, where the algorithm has different number of rounds depending on the key size. The text obtained is embedded to an image in sender GUI and extracted from the image in receiver GUI. The process of embedding and extracting process is done using DWT Algorithm. The embedded imageisknownas“Stego-Image”. Here, the stego-image is emailed using SMTP protocol using google as the server. 2. COMPARATIVE ANALYSIS Various algorithms for cryptography (AES and RSA)and steganography (DWT, DCT and LSB) are compared. AES is a symmetric key encryption system, whereas RSA is an asymmetric key encryption system. Table 1, shows the results obtained. [3] AES is compared with RSA, where the former is more advantageous. Since throughput andconfidentialityofAESis higher than RSA, so AES algorithm forthe encryptionstageis implemented. Table -1: Cryptographic Analysis Different algorithms for the steganography stage are DWT, DCT and LSB are compared in Table 2. [2][4] Table -2: Steganographic Analysis Method DWT DCT LSB Invisibility High High Low Robustness High Medium Low PSNR Low High Medium MSE High Low Medium DWT has more features favoring for the results that we intend to get. Though DWT has high MSE, we have other features that gains high markscomparedtootheralgorithms hence the trade-off. The following sections gives the AES and DWT implementation and the results obtained. SL. NO. Features AES RSA 1 Type Symmetric Asymmetric 2 Throughput High Low 3 Confidentiality High Low
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1357 SubByte Transform Shift Rows Mix Columns Add Round Key 3. AES (ADVANCED ENCRYPTION STANDARD) AES is the symmetric cryptosystem in which single key is used for both encryption and decryption.Figure1,showsthe first level of security using AES encryption technique.InAES there are different stages which is iterated number of times based on the length of the key used. One Round Figure -1: Encryption Process of AES algorithm Figure -2: Decryption Process of AES algorithm The process of AES is shown in Algorithm 1. Algorithm-1: Advanced Encryption Algorithm Step 1: Obtain the key from user and encrypt the same. Step 2: Convert the key and message into the matrix form. Step 3: Add the key to the message matrix as initial stage. Step 4: Circular shift elements of the above obtained matrix to right once for each row except for first row. Step 5: Add the random matrix to the above matrix which gives mixed column Matrix. Step 6: Add the key again to the above matrix. For decryption, in figure 2 the same steps are followed where the message matrix is replaced with cipher text matrix. All stages in each round is performed using the key sent by the sender which will be in encrypted form. Three stages add round key, shift rows and mixed columns are used. Substitute byte transform is not included. The pivotal feature of AES technique is the flexibility to use the desired key lengths which indeed increases the complexity. AES allows the sender to use the large size keys. The number of rounds is also decided by the length of the key used. Table 3 shows the number of rounds and key size. Table -3: Number of Rounds and Key Size Key Size Number of Rounds 10 128 12 192 14 256 4. DWT (DISCRETE WAVELET TRANSFORM) Steganography techniques can be implemented in mainly two categories,namelyspatial andtransformdomain.Spatial domain makes use pixel values of cover image to embed the secret data. The transform domain makes use of more complex frequency domain of image to store data. One such multi resolution analysis technique is DWT. DWT having its own localization property of space frequency and highly efficient method for decomposition of signals in sub band. Wavelet transform disseminates the base image to wavelet coefficients, which are stored efficiently than pixel blocks. Since DWT is a 1-D filter to be applied on a 2-D image, once along the rows of the image and then along columns or vice versa is referred as 2-D DWT. DWT process firstly transforms time domain to frequency domain image sub- bands. Transform domain splits the image signal into high and low frequency components by passing it through filters, only high frequency part (edge component) is used for data embedding as human eye senses less change in edges. Current common lossy image compressionjpeg2000isbuilt based on wavelet transform. [5] 2-D wavelet transform is applied in horizontal direction, then followed by vertical direction for single level decomposition, which leads to LL1, LH1, HL1 and HH1 sub- bands. 2-D wavelettransformfunctionsbydecompositionon array of the rows, dividing the array into two halves of vertical with average coefficients in the first half and containing detail coefficients in second half. Same process repeats itself for array of columns leading to generation of 4 sub-bands within pre-defined array with the presence of filters as shown in Figure-3. HH sub-band is used for successive level decomposition, and also make use of HL if HH is saturated for embedding of data. HH sub-band further Sub-Byte Transform Shift Rows Mix Columns Add Round Key Add Round Key
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1358 IMAGE decomposes to four sub-bands on application of DWT to obtain second level decomposition. Data embedding in HH has its own advantage of non-detectability. Signal decomposition to various frequency bands make it possible to process independently. [6] ROW COLUMN DWT DWT Figure -3: Sub-Band Generation Inbuilt MATLAB function YCbCr is a variety of color space that can be used as a part of color image and digital photography, Y stands out for luma or luminescence (brightness level) and C for chroma (Intensity of color). Instead of representing an image in RGB, we can makeuseof only two colors blue and red and one brightness level in between black and white to represent the same RGB image which provides more space to embed secret data. Haar wavelet is a discontinuous step function, used for ortho normal system in the unit interval. Consisting of two operation, one is the horizontal and the other in the vertical direction. Scanning of pixels from left to right row wise, and performs addition and subtraction of pixel values. This technique is mainly used for pairing up theinputvalues with storing difference and passing the sum repeatedly to obtain one final sum. Haar wavelet is one of the simplest types of wavelet and simple compression technique computing average and difference terms and reconstructing matrix similar to input image matrix. [7] The process of embedding the textintotheimageisshownin Algorithm 2. Algorithm-2: Embedding Process Step 1: Reading the cover image. Step 2: Reading the encrypted text message. Step 3: Convert the given image to YCbCr color space. Step 5: Construct the Haar wavelet (MATLAB inbuilt function: Liftwave). Step 6: Apply the DWT to image on Cb channel (MATLAB inbuilt function: LWT2). Step 7: Embedding data in HH sub-band. Step 8: If HH sub-band is saturated, use HL. Step 9: Restore matrix dimensions. Step 10: Apply IDWT to obtain Stego-image. The process of extracting the text into the image is shown in Algorithm 3. Algorithm 3: Extracting Process Step 1: Read the stego-image. Step 2: Extract the blue difference chroma Cb. Step 3: Construct the Haar wavelet. Step 4: Apply the DWT to the Stego-Image, on Cb channel. Step 5: Read the data from HH/HL regions. Step 6: Convert the data from binary to ASCII. 5. RESULTS OBTAINED MATLAB r2016a or higher version is used. MATLAB requires a minimum RAM of 3GB and Windows 7 & above Operating System. The steps for transmitting the message using sender GUI is given below: Step 1: Enter the message. Step 2: Binary conversion of message. Step 3: Enter the secret key. Step 4: Apply AES encryption algorithm. Step 5: Browse the image. Step 6: Embedding the data. Step 7: Enter the receiver email to send the image. Step 8: Calculate Hiding Capacity, Peak signal To Noise Ratio and Mean Square Error. Hiding capacity is calculated using inbuilt function capacity ( ). Mean square error is calculated using the formula MSE = (1) where I is the input image and K is the stego image. Peak signal to noise ratio is calculated using PSNR = (2) 5.1. GUI FOR SENDER: Figure-4: Sender End GUI The steps for receiving the message using receiver GUI is given below: Step 1: Browse stego-image. Step 2: Extract the data. Step 3: Enter the secret key. Step 4: Decrypt the data. Step 5: Binary conversion. L H LL1 HL1 LH1 HH1
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 05 | May 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1359 5.2. GUI FOR RECEIVER: Figure-5: Receiver End GUI ACKNOWLEDGEMENT We would like to thank our guide, Dr. Bhuvana Suganthi for her guidance and valuable feedback with regards to processing forward with this project thus far. REFERENCES [1] “A Survey on various types of Steganography and Analysis of Hiding Techniques” Navneet Kaur, Sunny Behal. (May- 2014). [2] “Performance Analysis of LSB, DCT, and DWT for Digital Watermarking Application Using Steganography” Saravanan Chandran, Ph.D., MIEEE. (Januar-2015). [3] “A Comparative Analysis of AES and RSA Algorithms” Shaili Singhal, Dr. Niraj Singhal. (May-2016). [4] “A Survey on different techniques of steganography” Harpreet Kaur, Jyoti Rani. (2016). [5] “Image Steganography Using Discrete Wavelet Transform– A Review” Tushara M, K. A. Navas. (Februa ry-2016). [6] “A Novel DWT based Image Securing Method using Steganography” (2016) Della Babya, Jitha Thomasa, Gisny Augustinea, Elsa Georgea, Neenu Rosia Michael. [7] “A DWT Based Approach for Image Steganography” Po-Yueh Chen, Hung-Ju Lin.