What are the best alternatives to contour detection?

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.