Canny Edge Detector

Canny Edge Detector preview image

1 collaborator

Default-person Bryan Head (Author)

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Part of project 'Edge Detectors' Parent of 1 model: Child of Canny Edge Detector
Model group EECS 372/472 2013 | Visible to everyone | Changeable by everyone
Model was written in NetLogo 5.0.4 • Viewed 706 times • Downloaded 49 times • Run 0 times
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WHAT IS IT?

This demonstrates each step of the Canny edge detector algorithm (except for the final, edge tracing step).

HOW IT WORKS

http://en.wikipedia.org/wiki/Cannyedgedetector#StagesoftheCannyalgorithm

HOW TO USE IT

First, hit "start-webcam" to initialize your camera. You can use use "display-mirror-to-patches" to test it.

Hit "go" to see it in action! Play with the settings!

Comments and Questions

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extensions [gst-video bitmap]

globals [cam-is-inited? xconv yconv max-grad]
patches-own [bw new-bw grad gx gy]

to start-webcam
  if (not (cam-is-inited? = true)) [
    gst-video:camera-init
    set cam-is-inited? true
  ]
  gst-video:camera-start
end 

to stop-webcam
  gst-video:camera-stop
end 

to display-mirror-to-patches
  cam-mirror-to-patches
  display
end 

to cam-mirror-to-patches
  if (gst-video:camera-is-rolling?) [
    bitmap:copy-to-pcolors gst-video:camera-image false
  ]
end 

to go
  no-display
  cam-mirror-to-patches
  ask patches [set bw brightness set new-bw bw]
  if horizontal-blur [ask patches [apply-horiz-gaussian]]
  if vertical-blur [ask patches [apply-vert-gaussian]]
  ask patches [set bw new-bw]
  ifelse detection-method != "None" [
    ask patches [gradient]
    set max-grad max [grad] of patches
    ;ask patches [set pcolor scale-color white grad 0 max-grad]
    ask patches [color-patch]
  ]
  [
    ask patches [set pcolor scale-color white bw 0 255]
  ]
  display
end 

to-report brightness
  report mean pcolor
end 

to color-patch
  ifelse grad <= high-thresh or (non-max-suppress and not max-edge?) [set pcolor black] [
    ifelse color-gradient
      [set pcolor hsb (255 * atan gx gy / 360) 128 (255 * grad / max-grad)]
      [set pcolor scale-color white grad 0 max-grad]
  ]
end 

to apply-horiz-gaussian
  let p1 [bw] of patch-at -2 0
  let p2 [bw] of patch-at -1 0
  let p4 [bw] of patch-at 1 0
  let p5 [bw] of patch-at 2 0
  
  set new-bw (2 * p1 + 4 * p2 + 5 * bw + 4 * p2 + 2 * p1) / 13
end 

to apply-vert-gaussian
  let p1 [bw] of patch-at 0 -2
  let p2 [bw] of patch-at 0 -1
  let p4 [bw] of patch-at 0 1
  let p5 [bw] of patch-at 0 2
  set new-bw (2 * p1 + 4 * p2 + 5 * bw + 4 * p2 + 2 * p1) / 13
end 

to-report max-edge?
  if grad < high-thresh [report false]
  let angle 45 * round ((atan gy gx) / 45)
  let x sin angle
  let y cos angle
  report grad >= [grad] of patch-at x y and grad >= [grad] of patch-at (- x) (- y)
end 

to gradient
  let p1 [bw] of patch-at -1 1
  let p2 [bw] of patch-at 0 1
  let p3 [bw] of patch-at 1 1
  let p4 [bw] of patch-at -1 0
  
  let p6 [bw] of patch-at 1 0
  let p7 [bw] of patch-at -1 -1
  let p8 [bw] of patch-at 0 -1
  let p9 [bw] of patch-at 1 -1
  if detection-method = "Scharr" [
    ; Scharr
    set gx (3 * p1 + 10 * p2 + 3 * p3) - (3 * p7 + 10 * p8 + 3 * p9)
    set gy (3 * p3 + 10 * p6 + 3 * p9) - (3 * p1 + 10 * p4 + 3 * p7)
  ] 
  if detection-method = "Sobel" [ 
    ; Sobel
    set gx (p1 + 2 * p2 + p3) - (p7 + 2 * p8 + p9)
    set gy (p3 + 2 * p6 + p9) - (p1 + 2 * p4 + p7)
  ]
  if detection-method = "Prewitt" [
    set gx (p1 + p2 + p3) - (p7 + p8 + p9)
    set gy (p3 + p6 + p9) - (p1 + p4 + p7)
  ]
  set grad abs(gx) + abs(gy)
  ;report abs(gx) + abs(gy)
end 

There are 2 versions of this model.

Uploaded by When Description Download
Bryan Head over 11 years ago Changed default settings Download this version
Bryan Head over 11 years ago Initial upload Download this version

Attached files

File Type Description Last updated
BryanHead_ProgressReport_May9th.docx word First progress report! over 11 years ago, by Bryan Head Download
Canny Edge Detector.png preview Preview for 'Canny Edge Detector' over 11 years ago, by Bryan Head Download

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