Wolfram 语言

图像和信号处理

改进分量分析的选择和格式化功能

通过使用改进的 SelectComponentsComponentMeasurements,可以更容易地对图像中的分割分量进行操作,以及更快地创建和显示测量结果.

把这些细胞的一个指定部分分割出来.

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Click for copyable input
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In[2]:=
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-> "xmp.did:\ 8EBCAFF00D2068118DBBEC0C34C32592", "History" -> Association[ "History[1]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 8EBCAFF00D2068118DBBEC0C34C32592", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[2]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0180117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[3]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0280117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[4]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0480117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"]], "InstanceID" -> "xmp.iid:\ 0480117407206811A7BAF1A1AE9A6D46", "OriginalDocumentID" -> "xmp.did:\ 8EBCAFF00D2068118DBBEC0C34C32592"], "RightsManagementSchema" -> Association[ "History" -> Association[ "History[1]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 8EBCAFF00D2068118DBBEC0C34C32592", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[2]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0180117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[3]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0280117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[4]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0480117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"]]], "PagedTextSchema" -> Association[ "History" -> Association[ "History[1]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 8EBCAFF00D2068118DBBEC0C34C32592", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[2]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0180117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[3]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0280117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"], "History[4]" -> Association[ "Action" -> "saved", "InstanceID" -> "xmp.iid:\ 0480117407206811A7BAF1A1AE9A6D46", "When" -> Missing["Disputed"], "SoftwareAgent" -> "Adobe Photoshop CS5 Macintosh", "Changed" -> "/"]]]]]], Selectable->False], DefaultBaseStyle->"ImageGraphics", ImageSizeRaw->{54, 58}, PlotRange->{{0, 54}, {0, 58}}]\);

可以通过测量图像相关性估计细胞的位置.

显示完整的 Wolfram 语言输入
In[3]:=
Click for copyable input
{ ImageCorrelate[img, ker, CosineDistance] // ImageAdjust, mask = Binarize[ ImageAdjust@ImageCorrelate[img, ker, CosineDistance], {0, .45}]; HighlightImage[img, Values[ComponentMeasurements[mask, "Centroid"]]] }
Out[3]=

使用 GrowCutComponents 通过图像内容生长出一个分割.

显示完整的 Wolfram 语言输入
In[4]:=
Click for copyable input
kernelRadius = Median[ImageDimensions[ker]]; comp = Image[ GrowCutComponents[ img, {Erosion[ColorNegate[mask], Round[kernelRadius/2]], Dilation[mask, 6]}] - 1]; HighlightImage[img, comp]
Out[4]=

SelectComponents 来滤除没有被正确分割的细胞.

In[5]:=
Click for copyable input
newseg = SelectComponents[{img, MorphologicalComponents[comp]}, And[ .5 kernelRadius^2 < #Area < kernelRadius^2, #AdjacentBorderCount == 0 ] &]; newseg[[1]]
Out[5]=

新的分割被用在 ComponentMeasurements 用来创建有关属性的数据库.

In[6]:=
Click for copyable input
comp = Last[newseg]; ComponentMeasurements[ {img, comp}, {"MaskedImage", "Area", "BoundingDiskCenter", "BoundingDiskRadius", "Circularity"}, All, "Dataset"]
Out[6]=

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