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3D Deformable Conv..... #4

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JarveeLee opened this issue Jan 9, 2019 · 5 comments
Open

3D Deformable Conv..... #4

JarveeLee opened this issue Jan 9, 2019 · 5 comments

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@JarveeLee
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Could you please write a 3D version of deformable convolution ... I am dealing with medical data which require 3D conv but my modified 3D deformable conv from your code can not pass gradient check if threshold is small.

@JarveeLee
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my main modification is the bp for d-dimension like here,now my offset grad error is around 1e-3... grad img , grad mask , grad bias has been lower than 1e-5....
image

@JarveeLee
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But offset grad error from your 2D implementation can reach 1e-5...I don't know what is wrong here...

@jmarsil
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jmarsil commented Nov 1, 2019

@JarveeLee have you come up with an adequate 3D solution that could be shared?

@Kindpire
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Kindpire commented Feb 1, 2020

But offset grad error from your 2D implementation can reach 1e-5...I don't know what is wrong here...

Hi @CharlesShang @JarveeLee, I was trying to do the same thing but stuck in function dmcn_im2col_bilinear in deform_im2col_cuda.cuh, any hint about it?

@hua-wu-que
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any update? Any one knows does the im2col implementation suitable for 3d conv? (will it be too big for memory)

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4 participants