Comments (4)
Hi,
I'm sorry because this repository is not maintained since a long time. I have the plan to reproduce the architecture and experiments of this repository within the e3nn library that I maintain. The only missing component is the SO3 Fourier transform.
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@mariogeiger Sorry to bother you, can I implement spherical CNNs (s2cnn) with the help of e3cnn? Or do you have time to rewrite and maintain this repository?
Thanks in advance!
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Here is an implementation using e3nn:
https://github.com/e3nn/e3nn/tree/main/examples/s2cnn/mnist
There still might be an issue with this code, I remember it was not training properly last time I tried.
The fast Fourier transform is still missing for the so3 transformation, here is the current naive implementation it is using: https://github.com/e3nn/e3nn/blob/main/e3nn/o3/_so3grid.py
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@mariogeiger Thanks for the e3nn implementation. The test accuracy is about 40% for me after 20 epochs, do you have any ideas as to what the issue might be?
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Related Issues (20)
- shrec17 dataset HOT 15
- Cannot run the code in Mac, as there is no CUDA
- some question when I run gendata.py in /examples/mnist folder HOT 4
- query about feature maps HOT 4
- Equivariance error issue HOT 6
- About the signal transform
- SO3_fft_real and SO3_ifft_real do not seem to be inverses of each other? HOT 12
- Some questions about the rotation of kernels HOT 1
- How to choose different grid HOT 2
- Visualizations
- Questions about the computations HOT 2
- Correlation Between Spheres HOT 4
- Running MNIST Example Problems HOT 3
- Error with einsum in Equivariance plot HOT 3
- Error in so3_rotation (Jd matrix size) with custom data
- Error running example HOT 4
- Theoretical Problems about SO(3) Fourier Transformation HOT 2
- s2cnn
- How can I specify GPU to run s2cnn?
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