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FEATURE EXTRACTION - SHAPE
2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 2
Shape Features
Axis of Least Second Moment
• This assumes that the
origin is as the center of
area.
• This feature provides
information about the
object’s orientation.
• This axis corresponds to
the line about which it
takes the least amount of
energy to spin an object.
2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 3
Shape Features - Euler Number
• Euler number can be used in tasks such as optical
character recognition (OCR).
2/21/2024
Department of Biomedical Engineering,
SRMIST, KTR
4
Shape Features – Euler Number
• Euler number can also be found using the number of
convexities and concavities
Euler number = number of convexities – number of concavities
• This can be found by scanning the image for the
following patterns:






1
0
0
0






1
1
1
0
Convexities Concavities
2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 5
shape Features – Projection
Shape Features
2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 6
• Chain code for boundary contour
– Obtained using a set of orientation primitives on the boundary
segments derived from a piecewise linear approximation
• Fourier descriptor of boundary contours
– Obtained using the Fourier transform of the sequence of boundary
segments derived from a piecewise linear approximation
• Central moments based shape features for the segmented region
• Morphological shape descriptors
– Obtained through the morphological processing on the segmented
region

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Feature Extraction in image processing- Shape.pptx

  • 2. 2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 2 Shape Features Axis of Least Second Moment • This assumes that the origin is as the center of area. • This feature provides information about the object’s orientation. • This axis corresponds to the line about which it takes the least amount of energy to spin an object.
  • 3. 2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 3 Shape Features - Euler Number • Euler number can be used in tasks such as optical character recognition (OCR).
  • 4. 2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 4 Shape Features – Euler Number • Euler number can also be found using the number of convexities and concavities Euler number = number of convexities – number of concavities • This can be found by scanning the image for the following patterns:       1 0 0 0       1 1 1 0 Convexities Concavities
  • 5. 2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 5 shape Features – Projection
  • 6. Shape Features 2/21/2024 Department of Biomedical Engineering, SRMIST, KTR 6 • Chain code for boundary contour – Obtained using a set of orientation primitives on the boundary segments derived from a piecewise linear approximation • Fourier descriptor of boundary contours – Obtained using the Fourier transform of the sequence of boundary segments derived from a piecewise linear approximation • Central moments based shape features for the segmented region • Morphological shape descriptors – Obtained through the morphological processing on the segmented region