Feature-Based Image Inpainting
Inpainting of large missing regions of an image may not yield realistic results if relying only on available regions of the same image. Using a representative dataset of aligned images, you can use multiple images to train an inpainting function using FeatureExtraction.
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"], "RGB", "XYZ"],
Interleaving -> True, MetaInformation -> {}],
Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{300, 200},
PlotRange->{{0, 300}, {0, 200}}]\)};
missingparts = {\!\(\*
GraphicsBox[
TagBox[RasterBox[CompressedData["
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AACAZ+cX/EUTvQ==
"], {{0, 200}, {300, 0}}, {0, 1},
ColorFunction->GrayLevel],
BoxForm`ImageTag["Bit", ColorSpace -> Automatic, Interleaving -> None],
Selectable->False],
DefaultBaseStyle->"ImageGraphics",
ImageSizeRaw->{300, 200},
PlotRange->{{0, 300}, {0, 200}}]\), None, \!\(\*
GraphicsBox[
TagBox[RasterBox[CompressedData["
1:eJzt2zFqm0EUhdFfqVx6C+6zALcu0yp4ATaRTRoZpIDxDrOsSIWFYmTrXjf+
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"], {{0, 200}, {300, 0}}, {0, 1},
ColorFunction->GrayLevel],
BoxForm`ImageTag["Bit", ColorSpace -> Automatic, Interleaving -> None],
Selectable->False],
DefaultBaseStyle->"ImageGraphics",
ImageSizeRaw->{300, 200},
PlotRange->{{0, 300}, {0, 200}}]\), None, None};
Covariations of pixel values in a dataset of images allow you to derive statistical features that may be used to predict missing regions.
show complete Wolfram Language input
In[3]:=
inpaintFromList[dataset_, masks_, n_] := Module[
{data, fe},
data = prepareTrueAndMissingData[dataset, masks];
fe = FeatureExtraction[data, "MissingImputed"];
Image[ArrayReshape[fe[data[[n]]],
Reverse@ImageDimensions@dataset[[1]]]]
];
Feature-based inpainting is applied separately to each color channel of the third image.
In[4]:=
result = ColorCombine[
Table[
Image[inpaintFromList[channels, missingparts, 3],
"Byte"], {channels, Transpose[ColorSeparate /@ images]}]]
Out[4]=
Highlight the inpainted area.
In[5]:=
HighlightImage[result, {FaceForm[],
EdgeForm[{Dashed, AbsoluteThickness[1], White}], missingparts[[3]]},
ImageSize -> Medium]
Out[5]=
Compare the above with the result of Inpaint, which just uses the input image.
In[6]:=
HighlightImage[
Inpaint[images[[3]], missingparts[[3]]], {FaceForm[],
EdgeForm[{Dashed, AbsoluteThickness[1], White}], missingparts[[3]]},
ImageSize -> Medium]
Out[6]=