public static void ChangeColor(Bitmap src, Color color, IEnumerable<Pixel> changedPixels)
{
var lockBitmap = new LockBitmap(src);
lockBitmap.LockBits();
foreach (var changedPixel in changedPixels)
{
lockBitmap.SetPixel(changedPixel.X, changedPixel.Y, color);
}
lockBitmap.UnlockBits();
}
public static Bitmap ChangeColor(Bitmap src, Color color)
{
var result = new Bitmap(src);
var lockBitmap = new LockBitmap(result);
lockBitmap.LockBits();
var compareClr = Color.FromArgb(255, 255, 255, 255);
for (var y = 0; y < lockBitmap.Height; y++)
{
for (var x = 0; x < lockBitmap.Width; x++)
{
if (lockBitmap.GetPixel(x, y) == compareClr)
{
lockBitmap.SetPixel(x, y, color);
}
}
}
lockBitmap.UnlockBits();
return result;
}
/*
* A small main method that will print out the message length
* in percent of pixels.
*/
public static void Main(string[] args)
{
if (args.Length != 1)
{
Console.WriteLine("Usage: invisibleinktoolkit.benchmark.SamplePairs <imagefilename>");
Environment.Exit(1);
}
try
{
Console.WriteLine("\nSample Pairs Results");
Console.WriteLine("--------------------");
var sp = new SamplePairs();
using (var bitmap = new Bitmap(args[0]))
{
var image = new LockBitmap(bitmap);
image.LockBits();
double average = 0;
var results = sp.DoAnalysis(image, ANALYSIS_COLOUR_RED);
Console.WriteLine("Result from red: " + results);
average += results;
results = sp.DoAnalysis(image, ANALYSIS_COLOUR_GREEN);
Console.WriteLine("Result from green: " + results);
average += results;
results = sp.DoAnalysis(image, ANALYSIS_COLOUR_BLUE);
Console.WriteLine("Result from blue: " + results);
average += results;
average = average/3;
Console.WriteLine("Average result: " + average);
Console.WriteLine();
image.UnlockBits();
}
}
catch (Exception e)
{
Console.WriteLine("ERROR: Cannot process that image type, please try another image.");
Console.WriteLine(e.StackTrace);
}
}
public double Calculate(Bitmap originalBmp, Bitmap steganoBmp)
{
if (originalBmp == null)
{
throw new ArgumentNullException(nameof(originalBmp));
}
if (originalBmp == null)
{
throw new ArgumentNullException(nameof(steganoBmp));
}
var original = new LockBitmap(originalBmp);
original.LockBits();
var stegano = new LockBitmap(steganoBmp);
stegano.LockBits();
var result = Calculation(original, stegano);
original.UnlockBits();
stegano.UnlockBits();
return result;
}
//FUNCTIONS
/**
* Runs all the steganalysis.
*
* @param stego The stego image to test.
* @return All the results as text.
* @throws IllegalArgumentException If the stego image is null.
* @throws Exception If it has problems reading the images.
*/
public string Run(Bitmap stego)
{
using (stego)
{
var image = new LockBitmap(stego);
image.LockBits();
var results = new StringBuilder("Results of steganalysis\n"
+ "==========================\n\n");
string colour;
double averageresults = 0, averagelength = 0;
//RS Analysis
if (mRunRsAnalysis)
{
results.Append("RS ANALYSIS\n" + "============\n\n");
results.Append("RS Analysis (Non-overlapping groups)\n");
for (var j = 0; j < 3; j++)
{
var rsa = new RsAnalysis(2, 2);
var testresults =
rsa.DoAnalysis(image, j, false);
//get the right colour
if (j == 0)
{
colour = "red";
}
else if (j == 1)
{
colour = "green";
}
else
{
colour = "blue";
}
//Append the results
results.Append("Percentage in " + colour + ": ");
//Round and Append results
results.Append(Round(testresults[26]*100, 5) + "\n");
//and the approximate length (in bytes)
results.Append("Approximate length (in bytes) from " + colour + ": "
+ Round(testresults[27], 5) + "\n");
averageresults += testresults[26];
averagelength += testresults[27];
}
//now do again for overlapping groups
results.Append("\nRS Analysis (Overlapping groups)\n");
for (var j = 0; j < 3; j++)
{
var rsa = new RsAnalysis(2, 2);
var testresults =
rsa.DoAnalysis(image, j, true);
//get the right colour
if (j == 0)
{
colour = "red";
}
else if (j == 1)
{
colour = "green";
}
else
{
colour = "blue";
}
//Append the results
results.Append("Percentage in " + colour + ": ");
//Round and Append results
results.Append(Round(testresults[26]*100, 5) + "\n");
//and the approximate length (in bytes)
results.Append("Approximate length (in bytes) from " + colour + ": "
+ Round(testresults[27], 5) + "\n");
averageresults += testresults[26];
averagelength += testresults[27];
}
results.Append("\nAverage across all groups/colours: " +
Round(averageresults/6*100, 5));
results.Append("\nAverage approximate length across all groups/colours: " +
Round(averagelength/6, 5));
results.Append("\n\n\n");
}
//Sample Pairs
averageresults = 0;
averagelength = 0;
if (mRunSamplePairs)
{
results.Append("SAMPLE PAIRS\n" + "=============\n");
for (var j = 0; j < 3; j++)
{
var sp = new SamplePairs();
var estimatedlength = sp.DoAnalysis(image, j);
var numbytes = image.Height*image.Width*3/8
*estimatedlength;
//get the right colour
if (j == 0)
{
colour = "red";
}
else if (j == 1)
{
colour = "green";
}
else
{
colour = "blue";
}
//Append the results
results.Append("Percentage in " + colour + ": ");
//Round and Append results
results.Append(Round(estimatedlength*100, 5) + "\n");
//and the approximate length (in bytes)
results.Append("Approximate length (in bytes) from " + colour + ": "
+ Round(numbytes, 5) + "\n");
averageresults += estimatedlength;
averagelength += numbytes;
}
//average results
results.Append("\nAverage across all groups/colours: " +
Round(averageresults/3*100, 5));
results.Append("\nAverage approximate length across all groups/colours: " +
Round(averagelength/3, 5));
results.Append("\n\n\n");
}
//Laplace graph
if (mRunLaplaceGraph)
{
results.Append("LAPLACE GRAPH (CSV formatted)\n"
+ "==============================\n\n");
results.Append(LaplaceGraph.GetCSVGraph(image));
}
//Append some new lines to make it look nice
results.Append("\n\n\n\n");
mResultsString = results.ToString();
image.UnlockBits();
}
return mResultsString;
}
/**
* Generates a CSV formatted string of steganalysis information.
* <P>
* The directory passed has all it's image files steganalysed and
* the results are returned in a comma separated file format. No spaces
* are used in column headings, and all bar the steganography type are
* numerical values.
*
* @param directory The directory to steganalyse.
* @param laplacelimit The number of laplace values to write out in total.
* @return A string containing a csv file of results.
*/
public string GetCSV(string directory, int laplacelimit)
{
//output progress to console
Console.WriteLine("\n\nCSV Progress: {");
var files = Directory.GetFiles(directory);
var fivepercent = (int) Math.Floor((double) files.Length/20);
var csv = new StringBuilder();
//add all the headings
if (mRunRsAnalysis)
{
var rsa = new RsAnalysis(2, 2);
var rflag = "(rs overlapping)";
string colour;
//overlapping
for (var i = 0; i < 3; i++)
{
IEnumerable<string> rnames = rsa.GetResultNames();
//get the right colour
if (i == 0)
{
colour = " red ";
}
else if (i == 1)
{
colour = " green ";
}
else
{
colour = " blue ";
}
foreach (var rname in rnames)
{
var aname = rname;
var towrite = aname + colour + rflag + ",";
towrite = towrite.Replace(' ', '-');
csv.Append(towrite);
}
}
//non overlapping
rflag = "(rs non-overlapping)";
for (var i = 0; i < 3; i++)
{
IEnumerable<string> rnames = rsa.GetResultNames();
//get the right colour
if (i == 0)
{
colour = " red ";
}
else if (i == 1)
{
colour = " green ";
}
else
{
colour = " blue ";
}
foreach (var rname in rnames)
{
var aname = rname;
var towrite = aname + colour + rflag + ",";
towrite = towrite.Replace(' ', '-');
csv.Append(towrite);
}
}
}
if (mRunSamplePairs)
{
string colour;
//overlapping
for (var i = 0; i < 3; i++)
{
//get the right colour
if (i == 0)
{
colour = "-red-";
}
else if (i == 1)
{
colour = "-green-";
}
else
{
colour = "-blue-";
}
csv.Append("SP-Percentage" + colour + ",");
csv.Append("SP-Approximate-Bytes" + colour + ",");
}
}
if (mRunLaplaceGraph)
{
for (var i = 0; i < laplacelimit; i++)
{
csv.Append("Laplace-value-" + i + ",");
}
}
csv.Append("Steganography-Type,Image-Name\n");
//check all the files
for (var i = 0; i < files.Length; i++)
{
//print progress
if (i > 0 && fivepercent > 0)
{
if (i%fivepercent == 0)
{
Console.WriteLine("#");
}
}
if (files[i].EndsWith(".bmp") || files[i].EndsWith(".png")
|| files[i].EndsWith(".jpg"))
{
//file can be worked on.
string flag;
try
{
using (var bitmap = new Bitmap(files[i]))
{
var image = new LockBitmap(bitmap);
image.LockBits();
//run RS analysis
if (mRunRsAnalysis)
{
//overlapping
for (var j = 0; j < 3; j++)
{
var rsa = new RsAnalysis(2, 2);
var testresults =
rsa.DoAnalysis(image, j, true);
for (var k = 0; k < testresults.Length; k++)
{
csv.Append(testresults[k] + ",");
}
}
//non-overlapping
for (var j = 0; j < 3; j++)
{
var rsa = new RsAnalysis(2, 2);
var testresults =
rsa.DoAnalysis(image, j, false);
for (var k = 0; k < testresults.Length; k++)
{
csv.Append(testresults[k] + ",");
}
}
}
//run Sample Pairs
if (mRunSamplePairs)
{
//overlapping
for (var j = 0; j < 3; j++)
{
var sp = new SamplePairs();
var estimatedlength = sp.DoAnalysis(image, j);
var numbytes = image.Height*image.Width*3/8
*estimatedlength;
csv.Append(estimatedlength + "," + numbytes + ",");
}
}
//run LaplaceGraph
if (mRunLaplaceGraph)
{
var lgres = LaplaceGraph.GetGraph(image);
for (var j = 0; j < laplacelimit; j++)
{
if (lgres.Length <= laplacelimit && j >= lgres.Length)
{
csv.Append("0,");
}
else
{
if (lgres[j][0] != j)
{
csv.Append("0,");
}
else
{
csv.Append(lgres[j][1] + ",");
}
}
}
}
if (files[i].IndexOf("_") >= 0 || files[i].IndexOf("-") >= 0)
{
if (files[i].IndexOf("_") >= 0)
{
flag = files[i].Substring(files[i].IndexOf("_") + 1, files[i].LastIndexOf("."));
}
else
{
flag = files[i].Substring(files[i].IndexOf("-") + 1, files[i].LastIndexOf("."));
}
}
else
{
flag = "none";
}
csv.Append(flag);
//Append in the file name
csv.Append("," + files[i]);
if (csv[csv.Length - 1] == ',')
{
csv.Remove(csv.Length - 1, 1);
}
csv.Append("\n");
image.UnlockBits();
}
}
catch (Exception)
{
//skip the file...
}
//cleanup to speed up memory
GC.Collect();
}
}
//all done
Console.WriteLine("} Complete!");
csv.Append("\n");
return csv.ToString();
}
/**
* Creates an ARFF file of steganography information.
* <P>
* An ARFF file is the natural internal format for WEKA - Waikato
* Environment for Knowledge Analysis. WEKA can also handle CSV
* files but it is much nicer to be able to produce the natural format.
* The same information as per the CSV generator is produced here, just
* in a different format.
*
* @param directory The directory to steganalyse.
* @param laplacelimit The maximum number of laplace values to output.
* @param relationname The internal name of the relation as it will be
* seen in WEKA.
* @return An ARFF formatted file full of the steganalysis information.
* @see www.cs.waikato.ac.nz/ml/weka
*
*/
public string GetARFF(string directory, int laplacelimit, string relationname)
{
var arff = new StringBuilder();
//output progress to console
Console.WriteLine("\n\nARFF Progress: {");
var files = Directory.GetFiles(directory);
var fivepercent = (int) Math.Floor((double) files.Length/20);
arff.Append("% Steganography Benchmarking Data\n%\n");
arff.Append("% Sourced from automatic generation in Digital Invisible Ink Toolkit\n");
arff.Append("% Generator created by Kathryn Hempstalk.\n");
arff.Append("% Generator copyright under the Gnu General Public License, 2005\n");
arff.Append("\n");
arff.Append("\n@relation '" + relationname + "'\n\n");
//add all the headings
if (mRunRsAnalysis)
{
var rsa = new RsAnalysis(2, 2);
var rflag = "(rs overlapping)";
string colour;
//overlapping
for (var i = 0; i < 3; i++)
{
IEnumerable<string> rnames = rsa.GetResultNames();
//get the right colour
if (i == 0)
{
colour = " red ";
}
else if (i == 1)
{
colour = " green ";
}
else
{
colour = " blue ";
}
foreach (var rname in rnames)
{
var aname = rname;
var towrite = aname + colour + rflag;
arff.Append("@attribute '" + towrite + "' numeric\n");
}
}
//non overlapping
rflag = "(rs non-overlapping)";
for (var i = 0; i < 3; i++)
{
IEnumerable<string> rnames = rsa.GetResultNames();
//get the right colour
if (i == 0)
{
colour = " red ";
}
else if (i == 1)
{
colour = " green ";
}
else
{
colour = " blue ";
}
foreach (var rname in rnames)
{
var aname = rname;
var towrite = aname + colour + rflag;
arff.Append("@attribute '" + towrite + "' numeric\n");
}
}
}
if (mRunSamplePairs)
{
string colour;
//overlapping
for (var i = 0; i < 3; i++)
{
//get the right colour
if (i == 0)
{
colour = " red ";
}
else if (i == 1)
{
colour = " green ";
}
else
{
colour = " blue ";
}
arff.Append("@attribute 'SP Percentage" + colour + "' numeric\n");
arff.Append("@attribute 'SP Approximate Bytes" + colour + "' numeric\n");
}
}
if (mRunLaplaceGraph)
{
for (var i = 0; i < laplacelimit; i++)
{
arff.Append("@attribute 'Laplace value " + i + "' numeric\n");
}
}
arff.Append("@attribute 'Steganography Type' {");
//iterate through all the hashmap values...
var stegotypes = GetStegTypes(Directory.GetFiles(directory));
var valuesarray = stegotypes.Values.ToArray();
arff.Append(valuesarray[0]);
for (var i = 1; i < valuesarray.Length; i++)
{
arff.Append("," + valuesarray[i]);
}
arff.Append("}\n");
arff.Append("@attribute 'Image Name' string\n");
arff.Append("\n@data\n");
//check all the files
for (var i = 0; i < files.Length; i++)
{
//print progress
if (i > 0 && fivepercent > 0)
{
if (i%fivepercent == 0 && i != 0)
{
Console.WriteLine("#");
}
}
if (files[i].EndsWith(".bmp") || files[i].EndsWith(".png")
|| files[i].EndsWith(".jpg"))
{
//file can be worked on.
try
{
using (var bitmap = new Bitmap(files[i]))
{
var image = new LockBitmap(bitmap);
image.LockBits();
//run RS analysis
if (mRunRsAnalysis)
{
//overlapping
for (var j = 0; j < 3; j++)
{
var rsa = new RsAnalysis(2, 2);
var testresults =
rsa.DoAnalysis(image, j, true);
for (var k = 0; k < testresults.Length; k++)
{
arff.Append(testresults[k] + ",");
}
}
//non-overlapping
for (var j = 0; j < 3; j++)
{
var rsa = new RsAnalysis(2, 2);
var testresults =
rsa.DoAnalysis(image, j, false);
for (var k = 0; k < testresults.Length; k++)
{
arff.Append(testresults[k] + ",");
}
}
}
//run Sample Pairs
if (mRunSamplePairs)
{
//overlapping
for (var j = 0; j < 3; j++)
{
var sp = new SamplePairs();
var estimatedlength = sp.DoAnalysis(image, j);
var numbytes = image.Height*image.Width*3/8
*(estimatedlength/100);
arff.Append(estimatedlength + "," + numbytes + ",");
}
}
//run LaplaceGraph
if (mRunLaplaceGraph)
{
var lgres = LaplaceGraph.GetGraph(image);
for (var j = 0; j < laplacelimit; j++)
{
if (lgres.Length <= laplacelimit && j >= lgres.Length)
{
arff.Append("0,");
}
else
{
if (lgres[j][0] != j)
{
arff.Append("0,");
}
else
{
arff.Append(lgres[j][1] + ",");
}
}
}
}
string flag;
if (files[i].IndexOf("_") >= 0 || files[i].IndexOf("-") >= 0)
{
if (files[i].IndexOf("_") >= 0)
{
flag = files[i].Substring(files[i].IndexOf("_") + 1, files[i].LastIndexOf("."));
}
else
{
flag = files[i].Substring(files[i].IndexOf("-") + 1, files[i].LastIndexOf("."));
}
}
else
{
flag = "none";
}
arff.Append(flag);
arff.Append("," + files[i]);
if (arff[arff.Length - 1] == ',')
{
arff.Remove(arff.Length - 1, 1);
}
arff.Append("\n");
image.UnlockBits();
}
}
catch (Exception)
{
//skip the file...
}
//cleanup to speed up memory
GC.Collect();
}
}
//all done
Console.WriteLine("} Complete!");
return arff.ToString();
}