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Image Segmentation
Segmentation: Dividing into the regions/segments of similar properties
• Discontinuity -- boundary • Similarity -- region Discontinuity Detection: Point, Line and Edge Mask Operation (Review)
Image Segmentation
Edge Detection
Image Segmentation
Edge Detection
Image Segmentation
Edge Detection
Image Segmentation
Edge Detection
Image Segmentation
Hough Transform Lines
Image Segmentation
Hough Transform Lines
Image Segmentation
Hough Transform Lines
Image Segmentation
Hough Transform Lines
Apply edge operator to image f(x,y), and compute gradient magnitude M(x,y) at each pixel. Build the accumulator array A: for each edge pixel M(x,y) if ( M(x,y) > threshold )
for each quantized value of θ compute: ρ = x cosθ + y sinθ increment: A[ρ][θ]++
Search accumulator array for maxima, corresponding to lines in the image.
Image Segmentation
Hough Transform Lines
Image Segmentation
Hough Transform Circles
Image Segmentation
Hough Transform Circles
Apply edge operator to image f(x,y), and compute gradient magnitude M(x,y) at each pixel. Build the accumulator array A: for each edge pixel M(x,y) if ( M(x,y) > threshold )
for each quantized value of θ compute: xc = x – R * cosθ yc = y – R * sinθ increment: A[xc][yc]++
Search accumulator array for maxima, corresponding to circle centers in the image.
Image Segmentation
Hough Transform Circles
Image Segmentation
Thresholding
Image Segmentation
Thresholding
Image Segmentation
Thresholding
Image Segmentation
Thresholding
Image Segmentation
Region Based
Color Image Processing
Color Image Processing
Color Image Processing
Color Image Processing
Color Image Processing
Color Image Processing
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