改进分量分析的选择和格式化功能
通过使用改进的 SelectComponents 和 ComponentMeasurements,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.
In[1]:=
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ColorFunction->GrayLevel],
BoxForm`ImageTag[
"Byte", ColorSpace -> "Grayscale", Interleaving -> None,
MetaInformation -> Association[
"Exif" -> Association[
"ImageWidth" -> 10440, "ImageLength" -> 9133,
"BitsPerSample" -> {8, 8, 8, 8},
"PhotometricInterpretation" -> "Black Is Zero",
"Make" -> "Microtek", "Model" -> "SM 9800XL 9800",
"Orientation" -> Association[
"CameraTopOrientation" -> Top, "Mirrored" -> False],
"SamplesPerPixel" -> 4, "XResolution" -> 800,
"YResolution" -> 800, "ResolutionUnit" -> "inch",
"Software" -> "Adobe Photoshop CS5 Macintosh",
"DateTime" -> DateObject[{2013, 8, 28},
TimeObject[{12, 58, 18.}, TimeZone -> -4.], TimeZone -> -4.],
"ExifVersion" -> "2.21",
"DateTimeDigitized" -> DateObject[{2011, 11, 28},
TimeObject[{11, 57, 59.}, TimeZone -> -4.], TimeZone -> -4.],
"ColorSpace" -> "Uncalibrated", "PixelXDimension" -> 5600,
"PixelYDimension" -> 4899],
"IPTC" -> Association[
"Application2" -> Association["RecordVersion" -> 0],
"Envelope" -> Association["CharacterSet" -> "UTF8"]],
"XMP" -> Association[
"DublinCoreSchema" -> Association["Format" -> "image/jpeg"],
"PhotoshopSchema" -> Association["ColorMode" -> 1],
"BasicSchema" -> Association[
"CreateDate" -> DateObject[{2011, 11, 28},
TimeObject[{11, 57, 59.}, TimeZone -> -4.], TimeZone -> -4.],
"CreatorTool" -> "Adobe Photoshop CS5 Macintosh",
"MetadataDate" -> DateObject[{2013, 8, 28},
TimeObject[{12, 58, 18.}, TimeZone -> -4.], TimeZone -> -4.],
"ModifyDate" -> DateObject[{2013, 8, 28},
TimeObject[{12, 58, 18.}, TimeZone -> -4.], TimeZone -> -4.]],
"MediaManagementSchema" -> Association[
"DocumentID" -> "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
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
Out[4]=
用 SelectComponents 来滤除没有被正确分割的细胞.
In[5]:=
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]:=
comp = Last[newseg];
ComponentMeasurements[
{img, comp},
{"MaskedImage", "Area", "BoundingDiskCenter", "BoundingDiskRadius",
"Circularity"}, All, "Dataset"]
Out[6]=