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jponttuset avatar jponttuset commented on August 17, 2024

Hi @qjadud1994,

There are two learnt parts in MCG:

  • The low-level boundary detector, which is trained on BSDS500
  • The Pareto front parameter search and the objectness ranking (a simple random forest), which are both trained on PASCAL VOC 2021 (train).

So in some sense it's "very little supervised" since it's "zero shot" on e.g. COCO, and the segmentation itself is not trained (heuristic on the hierarchy of regions given by the UCM)

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qjadud1994 avatar qjadud1994 commented on August 17, 2024

Thank you for your reply @jponttuset !

Then, in summary, "MCG requires object contour (boundary) labels for the training" is it right?
What I want to know is what kind of supervision sources are required in MCG.

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jponttuset avatar jponttuset commented on August 17, 2024

Then, in summary, "MCG requires object contour (boundary) labels for the training" is it right?

Correct, but not on the target domain, just once completely class-agnosticly and then it transfers zero-shot to the datasets.

What I want to know is what kind of supervision sources are required in MCG.

I don't get this.

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qjadud1994 avatar qjadud1994 commented on August 17, 2024

Thanks a lot @jponttuset !

Now, I understand about it.
It will be of great help to me.

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