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how to do the ablation study without teacher #21

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sunnyHelen opened this issue Jun 25, 2021 · 1 comment
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how to do the ablation study without teacher #21

sunnyHelen opened this issue Jun 25, 2021 · 1 comment

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@sunnyHelen
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Hi, I want to try to do your ablation study without the teacher network.
It is "ManyDepth (with motion masking, w/o teacher) 0.154" in table 4 in your paper.
I mention there are choices about freezing the teacher network. How to get the results of models without the teacher.

@JamieWatson683
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Hi - thanks for your interest in the paper!

In this ablation, we still mask out the reprojection loss but do not apply a consistency loss. Perhaps the easiest way to recreate this would be to add and False to line 612, which means the consistency loss is always set to 0.

if is_multi:

Let me know how you get on with this.

Thanks a lot!

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