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Open Source Image De-Noising

GREYCstoration is an open-source tool able to de-noise, inpaint, or resize 2D color images. This is a command-line program developed by the IMAGE team of the GREYC Lab in France and is available for Unix, Mac, and Windows systems under the CeCILL license. The algorithm is based on anisotropic diffusion partial differential equations. These equations are able to smooth an image while preserving its main structures. The demo page presents interesting examples of color image de-noising and reconstruction. This is a serious free alternative to commercial products like Noise Ninja or Neat Image that perform the same kinds of operations. The tool is still a little bit hard to use (command-line based), but I hope the simple C++ API will ease the integration of the algorithm in more user-friendly interfaces. Previous versions of GREYCstoration are already available in Digikam and Krita.

5 of 205 comments (clear)

  1. Picture Cooler by DrDitto · · Score: 4, Informative

    Another great free tool is called Picture Cooler. It rivals or exceeds Noise Ninja for certain images. Download it here: http://denoiser.shorturl.com/

    But if you want images with less noise, try and buy a camera with a larger sensor. dSLR's have large sensors as do many Fuji cameras including their tiny P&S models. Most sensors on subcompact P&S cameras measure only 5.76x4.29mm (1/2.5"). Many of the smaller cameras by Fuji use a 1/1.8" sensor that measures 7.18x5.32mm.

    A nice explanation of noise and sensor size is here: http://www.clarkvision.com/imagedetail/does.pixel. size.matter/

  2. Does it work on 12 or 16 bits/channel images? by kcbrown · · Score: 5, Informative

    This tool looks very cool, but today's semi-pro and pro (and even some consumer grade) cameras will store their images in a raw format which preserves 12 bits per color channel at a minimum.

    GIMP can't deal with these. Tools such as ufraw can convert them to 8 bits/channel images such as JPEG but don't allow you to actually manipulate the image in its native color resolution.

    Linux seriously needs a good image manipulation tool such as the GIMP with 16-bit or even 32-bit per color channel support built-in. This is particularly important for operations like sharpening.

    Cinepaint will do it but it's way behind in features compared with GIMP these days.

    What's the hold up with GIMP anyway? You'd think its developers would take this kind of issue seriously and would fix the engine to natively do, say, 32 bits per color channel internally.

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  3. Anisotropic diffusion by ceoyoyo · · Score: 4, Informative

    is a pretty good algorithm. We use it for MRI images. The biggest problem is setting the parameters. Fortunately it's an embarrassingly parallel algorithm so I wrote a version that will run realtime on a video card. It's pretty cool to move the slider and watch the noise fade away, move it further and some of the edges blur, further and you start to lose the image.

  4. Re:No more ISO 80? by drgonzo59 · · Score: 4, Informative
    Keep shooting at ISO 80. De-noising will not add details, it will hide the noise pixeles with uniform colors but it will only guess. The only way to fill in those pixels with correct information is to shoot the scene at the correct ISO setting.

    The lower ISO you can get the more detail you could capture given that other parameters are fixed. Have you ever shot with Velvia ISO 50 film? -- it creates stunning details. I think Fujifilm discontinued it last year or so. In film the lower the ISO the finer the grain. As far as digital is concerned think of ISO as sensitivity of the CCD. You can turn the gain up to ISO 3200 but you will amplify a lot of noise too.

  5. Image reconstruction with resynthesizer by tjwhaynes · · Score: 5, Informative
    Another tool which can be used to remove objects from pictures is Resynthesizer. I've used this to remove overhead wires from photos, create more sky for a panorama and clean up dust spots of scans successfully.

    It can also take one image and repaint it in the style of another image, so you can take a black and white photo and a pencil sketch as inputs and end up with your photo rendered using parts of the pencil image which are similar in form.

    Another trick it can pull is creating tileable textures from any image. Sometimes the results are a little surprising if you start off with a picture of people at a party but they are totally seamless.

    It comes as a GIMP plugin and is easy to use if you are used to the GIMP.

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