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PointFlow : 3D Point Cloud Generation with Continuous Normalizing Flows

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Great repo, thank you! I have seen that you have another repo for rendering the point cloud for visualisation but cannot see how you created animations. Would it be possible...

When I trained PointFlow on shapenet airplane class, it was stuck during training after epoch 9. Does anybody know how to solve this problem? ![pointflow_bug](https://user-images.githubusercontent.com/37836335/179717136-9485bb65-a38d-433e-ab6f-0b2f6321c923.png)

Hi, could you provide the latent space visualization with t-SNE as written in the paper? Thanks :)

Hi, thanks for releasing the code. I tried to run ` CUDA_VISIBLE_DEVICES=0 ./scripts/shapenet_airplane_gen_test.sh` and get the following numbers: ``` #JSD:0.049739675370807035 #{'1-NN-CD-acc': 0.5679012537002563, # In table 1: 1-NN-CD=75.68 # '1-NN-EMD-acc': 0.5827160477638245,...

I'm trying to understand [`divergence_approx`](https://github.com/stevenygd/PointFlow/blob/fd00fce0daa37453a1469c669a83c44bfb54c44d/models/odefunc.py#L9). I am not sure what exactly it is trying to compute, I suppose something related to the trace of the Jacobian, that is equation 7...

Hello, I have tried all scripts and everywhere I have the same issue. Traceback (most recent call last): File "train.py", line 272, in main() File "train.py", line 268, in main...

Since the torchdiffeq has updated recently, the torch has to update to >1.3. Otherwise, the old torch does not have promote_types function. When I updated the torch, I got the...

I added the flow block in the PointFlow to my model. Then, the bug happened. I tried `torch.cuda.empty_cache()` and `del recon_loss` , but not work. ![71aab4587a4534d74ded156788f4a94](https://github.com/stevenygd/PointFlow/assets/73021377/b14893a7-94e2-4d94-bcf2-10b827cef5dd)

EMD calculation is too slow. How to solve it ? Thanks.

I have a 3D point cloud, which the number of each sample is vary. And i met the mismatch in shape problem during the back propagation, while i set the...