Which one is a better method for contour detection? image processing or deep learning?

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I'm studying on a project using MATLAB. i don't know which method should i choose, image processing or deep learning?
1- Detect the sample when sample is put on the frame
2- Remove the background
3- Detect contours of each 3 parts of sample.

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Image Analyst
Image Analyst el 13 de Dic. de 2019
Do you have hundreds of images with ground truth to train a deep learning network with? You'll need them. Often the ground truth is gotten from traditional image analysis or by manually tracing/painting over each training image. I don't know what your samples look like, but a simple traditional method might work as well or better than a deep learning method, and without hundreds of labeled, ground truth samples being needed for training.

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