Adaptive Canny edge detection

Sara A · Feb 21, 2022 · 2K views
Question
What is Adaptive Canny edge detection ? and what is the difference between it and canny edge detection? and why Adaptive Canny Edge detection is better than Canny edge detection? and is it implemented in matlab ?  
Expert Answer
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John Williams PhD Expert
Answered Nov 20, 2025

Canny edge detection is accomplished using the edge function. Matlab will get "automatic/adaptive" thresholds if you don't specify thresholds as an argument. An easy way to implement this is to simply call Edge twice; first to get an initial capture of the thresholds, then to adjust thresholds as needed based on the automatic thresholds.

 

[~,threshOut = edge(I,'Canny');
threshold = threshOut*1.0;
BW1 = edge(I,'Canny',threshold);

Just adjust the multiplier to adjust thresholds. Matlab's adaptive technique is fairly straightforward, and I believe it is a variant of the Otsu method; they simply throw out 70% of the detected edge pixels for the high threshold, and the low threshold is some constant factor multiplied by the high threshold.

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