How to hash only image data in a jpg file with dotnet?
I have a ~20000 jpg images, some of which are duplicates. Unfortunately, some files have been been tagged with EXIF metadata, so a simple file hash cannot identify the duplicated one.
I am attempting to cr开发者_运维知识库eate a Powershell script to process these, but can find no way to extract only the bitmap data.
The system.drawing.bitmap can only return a bitmap object, not bytes. There's a GetHash() function, but it apparently acts on the whole file.
How can I hash these files in a way that the EXIF information is excluded? I'd prefer to avoid external dependencies if possible.
This is a PowerShell V2.0 advanced function implemention. It is a bit long but I have verified it gives the same hashcode (generated from the bitmap pixels) on the same picture but with different metadata and file sizes. This is a pipeline capable version that also accepts wildcards and literal paths:
function Get-BitmapHashCode
{
[CmdletBinding(DefaultParameterSetName="Path")]
param(
[Parameter(Mandatory=$true,
Position=0,
ParameterSetName="Path",
ValueFromPipeline=$true,
ValueFromPipelineByPropertyName=$true,
HelpMessage="Path to bitmap file")]
[ValidateNotNullOrEmpty()]
[string[]]
$Path,
[Alias("PSPath")]
[Parameter(Mandatory=$true,
Position=0,
ParameterSetName="LiteralPath",
ValueFromPipelineByPropertyName=$true,
HelpMessage="Path to bitmap file")]
[ValidateNotNullOrEmpty()]
[string[]]
$LiteralPath
)
Begin {
Add-Type -AssemblyName System.Drawing
$sha = new-object System.Security.Cryptography.SHA256Managed
}
Process {
if ($psCmdlet.ParameterSetName -eq "Path")
{
# In -Path case we may need to resolve a wildcarded path
$resolvedPaths = @($Path | Resolve-Path | Convert-Path)
}
else
{
# Must be -LiteralPath
$resolvedPaths = @($LiteralPath | Convert-Path)
}
# Find PInvoke info for each specified path
foreach ($rpath in $resolvedPaths)
{
Write-Verbose "Processing $rpath"
try {
$bmp = new-object System.Drawing.Bitmap $rpath
$stream = new-object System.IO.MemoryStream
$writer = new-object System.IO.BinaryWriter $stream
for ($w = 0; $w -lt $bmp.Width; $w++) {
for ($h = 0; $h -lt $bmp.Height; $h++) {
$pixel = $bmp.GetPixel($w,$h)
$writer.Write($pixel.ToArgb())
}
}
$writer.Flush()
[void]$stream.Seek(0,'Begin')
$hash = $sha.ComputeHash($stream)
[BitConverter]::ToString($hash) -replace '-',''
}
finally {
if ($bmp) { $bmp.Dispose() }
if ($writer) { $writer.Close() }
}
}
}
}
You can load the JPEG into a System.Drawing.Image and use it's GetHashCode method
using (var image = Image.FromFile("a.jpg"))
return image.GetHashCode();
To get the bytes you can
using (var image = Image.FromFile("a.jpg"))
using (var output = new MemoryStream())
{
image.Save(output, ImageFormat.Bmp);
return output.ToArray();
}
Here's a powershell script that produces an SHA256 hash on only the bytes of the image as extracted using LockBits. This should produce a unique hash for each file that is different. Please note, that I didn't include the file iterating code, however it should be a relatively simple task to replace the currently hardcode c:\test.bmp with a foreach directory iterator. The variable $final contains the hex - ascii string of the final hash.
[System.Reflection.Assembly]::LoadWithPartialName("System.Drawing")
[System.Reflection.Assembly]::LoadWithPartialName("System.Drawing.Imaging")
[System.Reflection.Assembly]::LoadWithPartialName("System.Security")
$bmp = [System.Drawing.Bitmap]::FromFile("c:\\test.bmp")
$rect = [System.Drawing.Rectangle]::FromLTRB(0, 0, $bmp.width, $bmp.height)
$lockmode = [System.Drawing.Imaging.ImageLockMode]::ReadOnly
$bmpData = $bmp.LockBits($rect, $lockmode, $bmp.PixelFormat);
$dataPointer = $bmpData.Scan0;
$totalBytes = $bmpData.Stride * $bmp.Height;
$values = New-Object byte[] $totalBytes
[System.Runtime.InteropServices.Marshal]::Copy($dataPointer, $values, 0, $totalBytes);
$bmp.UnlockBits($bmpData);
$sha = new-object System.Security.Cryptography.SHA256Managed
$hash = $sha.ComputeHash($values);
$final = [System.BitConverter]::ToString($hash).Replace("-", "");
Perhaps the equivalent C# code will also aid you in understanding:
private static String ImageDataHash(FileInfo imgFile)
{
using (Bitmap bmp = (Bitmap)Bitmap.FromFile(imgFile.FullName))
{
BitmapData bmpData = bmp.LockBits(new Rectangle(0, 0, bmp.Width, bmp.Height), System.Drawing.Imaging.ImageLockMode.ReadOnly, bmp.PixelFormat);
IntPtr dataPointer = bmpData.Scan0;
int totalBytes = bmpData.Stride * bmp.Height;
byte[] values = new byte[totalBytes];
System.Runtime.InteropServices.Marshal.Copy(dataPointer, values, 0, totalBytes);
bmp.UnlockBits(bmpData);
SHA256 sha = new SHA256Managed();
byte[] hash = sha.ComputeHash(values);
return BitConverter.ToString(hash).Replace("-", "");
}
}
Translating to powershell, I get this -
[System.Reflection.Assembly]::LoadWithPartialName("System.Drawing")
$provider = New-Object System.Security.Cryptography.SHA1CryptoServiceProvider
foreach ($location in $args)
{
$files=get-childitem $location | where{$_.Extension -match "jpg|jpeg"}
foreach ($f in $files)
{
$bitmap = New-Object -TypeName System.Drawing.Bitmap -ArgumentList $f.FullName
$stream = New-Object -TypeName System.IO.MemoryStream
$bitmap.Save($stream)
$hashbytes = $provider.ComputeHash($stream.ToArray())
$hashstring = ""
foreach ($byte in $hashbytes)
{$hashstring += $byte.tostring("x2")}
$f.FullName
$hashstring
echo ""
}
}
This produces the same hash regardless of the input file, so something is still not quite correct.
This is a faster method to save to a memorystream:
$ms = New-Object System.IO.MemoryStream
$bmp.Save($ms, [System.Drawing.Imaging.ImageFormat]::Bmp)
[void]$ms.Seek(0,'Begin')
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