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What are the best alternatives to contour detection?

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I am working on contour detection based object detection approaches. But all the contour detection techniques are highly influenced by the image noise and the environmental conditions.
I wanted to know is there any robust approaches other than contour detection.
Deep learning based object detection is another approach, but I am expecting some other methods.

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