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: ImageJ
ImageJ (ImageJ ≠ Photo Shop)
•
• 1987 : NIH Image
• 1997 : ImageJ (Image Processing and Analysis in Java)
• 2007 : FIJI
• 2009 : ImageJ2
• Pascal
• Mac
•
• Java
• Windows Mac Linux
•
• ImageJ ( ImageJ2 )
• 3
• (JavaScript Jython ImageJ Macro…)
• ImageJ
•
•
ImageJ
• ImageJ HP (https://imagej.nih.gov/ij/)
Java
• Java HP (https://www.java.com/)
FIJI ImageJ2
• FIJI
• https://fiji.sc/
• ImageJ2
• https://imagej.net/
ImageJ
← Menu Bar
← Tool Bar
← Status Bar
Windows (7)
MacOS (High Sierra)
← Menu Bar
← Tool Bar
← Status Bar
Windows MacOS
ImageJ
FIJI
ImageJ2 ⇒ Plugins -> Utility -> Find Commands
ImageJ FIJI
<ImageJ>
-> Image -> Process -> Analyze
<ImageJ> <ImageJ><FIJI> <FIJI> <FIJI>
ImageJ
• ImageJ DICOM
•
•
• PowerPoint
•
•
•
•
•
•
•
•
( ) - Image
• ImageJ
• File -> Open ->
•
•
•
Open Samples > Lena (68K)
ImageJ
• (8-bit and 16-bit)
• (32-bit)
• (24-bit RGB and 32-bit RGBA)
⇒ TIFF DICOM AVI
• DICOM
• Tag Rescale Intercept Slope
⇒ CT CT PET Bq/cc
•
•
•
• gray = (red + green + blue)/3
• gray* = 0.299 red + 0.587 green + 0.114 blue
*: Edit -> Options -> Conversions “Weighted RGB to Grayscale Conversion”
• MATLAB (rgb2gray): 0.2989 red + 0.5870 green + 0.1140 blue
• Image -> Lookup Tables
•
• ⇒ Lookup Tables
• Image -> Color -> Display LUTs
( ) - Stacks
• ImageJ
• File -> Import -> Image Sequence ->
• Image -> Stacks -> Images to Stack
•
•
• Multi Frame DICOM
File -> Open
Open Samples > T1 Head (2.4M, 16-bit)
• Image -> Stacks -> Make Montage
•
•
• Image -> Stacks ->Reslice & Make Montage
•
• Output spacing (mm) Tag
Pixel Size
• Image -> Stacks -> Orthogonal Views
•
•
•
•
• Image -> Stacks -> 3D Projection
DICOM Header
•
•
•
•
• Analyze
• Measure ( )
• Analyze Particles ( )
• Summarize ( )
• Distribution ( )
• Label ( )
• Clear Results Set Measurements ( )
• Set Scale ( )
• Calibrate ( )
• Histogram ( )
• Surface Plot ( )
• Gels ( )
• Tools ( )
• Analyze Line Graph ( )
• ROI Manager (ROI )
• Calibration Bar ( )
Catphan®600
• Catphan®
• (Region of Interest: ROI)
•
120 kV, 350 mA 120 kV, 100 mA
Catphan®600
• Uniformity Module
• 5
•
Catphan®600
-
• Tool Bar area selection tools
(Region of Interest: ROI)
<area selection tools>
<line selection tool>
<angle tool>
( )
ROI
(x, y)
(w, h)
-
• Analyze -> Tools -> ROI Manager
• More -> Specify
• ROI
•
•
• ( )
-
(x, y) (x, y)
Height Height
Width
• (0, 0) ← (1, 1)
• Oval:
• Constrain square/circle:
• Center:
Width
• Analyze -> Tools -> ROI Manager
• Add
• [Add]
•
• More -> Save
• ROI Manager
ROI
• ROI .roi
• ROI .zip
• More -> Open
• ROI
Area ( )
Mean Gray Value
Standard Deviation
Modal Gray Value
Min & Max Gray Value &
Centroid
Center of Mass ( )
Perimeter
Bounding Rectangle
Fit Ellipse
Shape Descriptors (Circularity: 4π / 2 (1 = ))
Integrated Density
[IntDen: ][RawIntDen: ]
Median
Skewness 3 ( : )
Kurtosis 4 ( : )
Area Fraction ( 0 )
Stack Position ( ) (Ch Slice Frame)
Analyze -> Set Measurements
Analyze -> Measure
• Analyze -> Tools -> ROI Manager -> Measure
• Analyze -> Measure
• ROI
120 kV, 350 mA
• Mean: 13.695 - 14.708
• StdDev: 12.389 - 14.866
120 kV, 100 mA
• Mean: 12.967 - 14.215
• StdDev: 20.827 - 24.349
•
•
•
•
• Process
• Smooth ( )
• Sharpen ( )
• Find Edges ( )
• Find Maxima… ( )
• Enhance Contrast… ( )
• Noise ( )
• Shadows ( )
• Binary ( )
• Math ( )
• FFT ( )
• Filters ( )
• Image Calculator… ( )
• Subtract Background… ( )
• Repeat Command ( )
Filters: / /
• Process
• Process -> Filter
Original Smooth Sharpen Find Edges
Gaussian Unsharp Mask Variance
Filters:
• Process -> Filters -> Convolve
•
•
• Excel
-2 -1 0
-1 1 1
0 1 2
0 1 0
1 -4 1
0 1 0
• Catphan Phantom
120 kV, 350 mA
• Mean: 13.695 - 14.708
• StdDev: 12.389 - 14.866
120 kV, 100 mA
• Mean: 12.967 - 14.215
• StdDev: 20.827 - 24.349
120 kV, 100 mA
with Gaussian Filter σ = 0.7
• Mean: 12.975 - 14.232
• StdDev: 13.993 - 16.959
• Analyze -> Histogram
•
Standard Image Data-BAse (SIDBA) Barbara (Monochrome Image)
•
•
( )
•
• Process -> Enhance Contrast
• CNN
•
Original Enhance Contrast
•
•
• Image -> Color -> Split Channels
• red green blue
• Image -> Color -> Merge Channels
•
< > < >
(red)
(green)
(blue)
• File -> Save As
•
• DICOM
• Plugin
• Tiff
• 16-bit
•
• ⇒
• (Text Image)
•
• Excel
•
• AVI Animated GIF ⇒ PowerPoint
PowerPoint
• PowerPoint ( )
• ImageJ
ImageJ
: 100%
PowerPoint
: 6405%
•
•
•
•
• Plugin Macro ImageJ
• Plugin Java
• ImageJ Java Compiler .class Compile
• Macro Java ImageJ
•
• Plugin Macro
• Plugin:
• Macro:
•
• https://imagej.nih.gov/ij/plugins/
• ImageJ1 FIJI (Windows) ImageJ2 (Windows )
• Plugins Macros ImageJ/plugins
• “_”
• FIJI (Mac) ImageJ2 (Mac)
•
Fiji.app(ImageJ.app)/plugins
ImageJ Hello, World!
• Plugin -> New -> Plugin
• File -> Compile and Run
• “_”
• Plugin
• Plugin -> Macros -> Edit
•
Plugin
ImageJ (FIJI) Python!
• Jython: Java Python
• CPython
• Python
• Java
• CPython
• ImageJ Python
ImageJ/plugins/jars/Jython.jar
• .py
Plug-in - DICOM Wright -
• ImageJ
DICOM
• Plug-in (The Tudor DICOM Tools)
• http://santec.tudor.lu/project/dicom
•
• DICOM
• DICOM
• Multi Flame
Plug-in - PET/CT Viewer -
• PET/CT Viewer
• (Nuclear Medicine at Beth Israel
Deaconess Medical Center, Boston MA.)
• FIJI
• Updater
Plug-in - PET/CT Viewer -
• FIJI PET/CT Viewer
• OsiriX
Fusion Viewer
• SUV Tag SUL
PET CT Fusion MIP
Axial
Coronal
• ImageJ
• ImageJ
•
ImageJ

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ImageJ: Powerful Free Image Analysis Software

  • 2. ImageJ (ImageJ ≠ Photo Shop) • • 1987 : NIH Image • 1997 : ImageJ (Image Processing and Analysis in Java) • 2007 : FIJI • 2009 : ImageJ2 • Pascal • Mac • • Java • Windows Mac Linux • • ImageJ ( ImageJ2 ) • 3 • (JavaScript Jython ImageJ Macro…) • ImageJ • •
  • 3. ImageJ • ImageJ HP (https://imagej.nih.gov/ij/)
  • 4. Java • Java HP (https://www.java.com/)
  • 5. FIJI ImageJ2 • FIJI • https://fiji.sc/ • ImageJ2 • https://imagej.net/
  • 6. ImageJ ← Menu Bar ← Tool Bar ← Status Bar Windows (7) MacOS (High Sierra) ← Menu Bar ← Tool Bar ← Status Bar Windows MacOS
  • 7. ImageJ FIJI ImageJ2 ⇒ Plugins -> Utility -> Find Commands
  • 8. ImageJ FIJI <ImageJ> -> Image -> Process -> Analyze <ImageJ> <ImageJ><FIJI> <FIJI> <FIJI>
  • 9. ImageJ • ImageJ DICOM • • • PowerPoint • • • •
  • 11. ( ) - Image • ImageJ • File -> Open -> • • • Open Samples > Lena (68K)
  • 12. ImageJ • (8-bit and 16-bit) • (32-bit) • (24-bit RGB and 32-bit RGBA) ⇒ TIFF DICOM AVI • DICOM • Tag Rescale Intercept Slope ⇒ CT CT PET Bq/cc • • • • gray = (red + green + blue)/3 • gray* = 0.299 red + 0.587 green + 0.114 blue *: Edit -> Options -> Conversions “Weighted RGB to Grayscale Conversion” • MATLAB (rgb2gray): 0.2989 red + 0.5870 green + 0.1140 blue
  • 13. • Image -> Lookup Tables • • ⇒ Lookup Tables • Image -> Color -> Display LUTs
  • 14. ( ) - Stacks • ImageJ • File -> Import -> Image Sequence -> • Image -> Stacks -> Images to Stack • • • Multi Frame DICOM File -> Open Open Samples > T1 Head (2.4M, 16-bit)
  • 15. • Image -> Stacks -> Make Montage • •
  • 16. • Image -> Stacks ->Reslice & Make Montage • • Output spacing (mm) Tag Pixel Size
  • 17. • Image -> Stacks -> Orthogonal Views • • • •
  • 18. • Image -> Stacks -> 3D Projection DICOM Header
  • 20. • Analyze • Measure ( ) • Analyze Particles ( ) • Summarize ( ) • Distribution ( ) • Label ( ) • Clear Results Set Measurements ( ) • Set Scale ( ) • Calibrate ( ) • Histogram ( ) • Surface Plot ( ) • Gels ( ) • Tools ( ) • Analyze Line Graph ( ) • ROI Manager (ROI ) • Calibration Bar ( )
  • 21. Catphan®600 • Catphan® • (Region of Interest: ROI) • 120 kV, 350 mA 120 kV, 100 mA
  • 23. - • Tool Bar area selection tools (Region of Interest: ROI) <area selection tools> <line selection tool> <angle tool> ( ) ROI (x, y) (w, h)
  • 24. - • Analyze -> Tools -> ROI Manager • More -> Specify • ROI • • • ( )
  • 25. - (x, y) (x, y) Height Height Width • (0, 0) ← (1, 1) • Oval: • Constrain square/circle: • Center: Width
  • 26. • Analyze -> Tools -> ROI Manager • Add • [Add] • • More -> Save • ROI Manager ROI • ROI .roi • ROI .zip • More -> Open • ROI
  • 27. Area ( ) Mean Gray Value Standard Deviation Modal Gray Value Min & Max Gray Value & Centroid Center of Mass ( ) Perimeter Bounding Rectangle Fit Ellipse Shape Descriptors (Circularity: 4π / 2 (1 = )) Integrated Density [IntDen: ][RawIntDen: ] Median Skewness 3 ( : ) Kurtosis 4 ( : ) Area Fraction ( 0 ) Stack Position ( ) (Ch Slice Frame) Analyze -> Set Measurements Analyze -> Measure
  • 28. • Analyze -> Tools -> ROI Manager -> Measure • Analyze -> Measure • ROI 120 kV, 350 mA • Mean: 13.695 - 14.708 • StdDev: 12.389 - 14.866 120 kV, 100 mA • Mean: 12.967 - 14.215 • StdDev: 20.827 - 24.349
  • 30. • Process • Smooth ( ) • Sharpen ( ) • Find Edges ( ) • Find Maxima… ( ) • Enhance Contrast… ( ) • Noise ( ) • Shadows ( ) • Binary ( ) • Math ( ) • FFT ( ) • Filters ( ) • Image Calculator… ( ) • Subtract Background… ( ) • Repeat Command ( )
  • 31. Filters: / / • Process • Process -> Filter Original Smooth Sharpen Find Edges Gaussian Unsharp Mask Variance
  • 32. Filters: • Process -> Filters -> Convolve • • • Excel -2 -1 0 -1 1 1 0 1 2 0 1 0 1 -4 1 0 1 0
  • 33. • Catphan Phantom 120 kV, 350 mA • Mean: 13.695 - 14.708 • StdDev: 12.389 - 14.866 120 kV, 100 mA • Mean: 12.967 - 14.215 • StdDev: 20.827 - 24.349 120 kV, 100 mA with Gaussian Filter σ = 0.7 • Mean: 12.975 - 14.232 • StdDev: 13.993 - 16.959
  • 34. • Analyze -> Histogram • Standard Image Data-BAse (SIDBA) Barbara (Monochrome Image)
  • 35. • • ( ) • • Process -> Enhance Contrast • CNN • Original Enhance Contrast
  • 36.
  • 38. • Image -> Color -> Split Channels • red green blue • Image -> Color -> Merge Channels • < > < > (red) (green) (blue)
  • 39. • File -> Save As • • DICOM • Plugin • Tiff • 16-bit • • ⇒ • (Text Image) • • Excel • • AVI Animated GIF ⇒ PowerPoint
  • 40. PowerPoint • PowerPoint ( ) • ImageJ ImageJ : 100% PowerPoint : 6405%
  • 42. • Plugin Macro ImageJ • Plugin Java • ImageJ Java Compiler .class Compile • Macro Java ImageJ • • Plugin Macro • Plugin: • Macro: • • https://imagej.nih.gov/ij/plugins/
  • 43. • ImageJ1 FIJI (Windows) ImageJ2 (Windows ) • Plugins Macros ImageJ/plugins • “_” • FIJI (Mac) ImageJ2 (Mac) • Fiji.app(ImageJ.app)/plugins
  • 44. ImageJ Hello, World! • Plugin -> New -> Plugin • File -> Compile and Run • “_” • Plugin • Plugin -> Macros -> Edit • Plugin
  • 45. ImageJ (FIJI) Python! • Jython: Java Python • CPython • Python • Java • CPython • ImageJ Python ImageJ/plugins/jars/Jython.jar • .py
  • 46. Plug-in - DICOM Wright - • ImageJ DICOM • Plug-in (The Tudor DICOM Tools) • http://santec.tudor.lu/project/dicom • • DICOM • DICOM • Multi Flame
  • 47. Plug-in - PET/CT Viewer - • PET/CT Viewer • (Nuclear Medicine at Beth Israel Deaconess Medical Center, Boston MA.) • FIJI • Updater
  • 48. Plug-in - PET/CT Viewer - • FIJI PET/CT Viewer • OsiriX Fusion Viewer • SUV Tag SUL PET CT Fusion MIP Axial Coronal