Reconstructed meshes are not optimal

Hello everyone,

I am working on a model for prosthetic sockets. As for now, i tried with 128 and 256 particles, but I am not satisfied with the reconstructed meshes:

Example 128 particles:

Example 256 particles:

I was wondering if I can do something to improve this?

Example 256 partcicles -2 Std Dev in PC1:

Since I want to train an algoritm to predict the particle/PC scores, it is important for me to have good reconstructed shapes.

I was wondering if I can improve this? I have tried different optimization parameters already.

Would love to get some advice :slight_smile:

Best, Iris

I believe the reconstructions look like this because the particles are out of correspondence across shapes. If you look at the PCA mode animations, there are likely particles swapping positions.

I would recommend enabling “normals” in optimizations, and perhaps “geodesics” to try to improve the correspondence.

I believe these are similar shapes to this discussion:

There is a link to an example project that you can examine the parameters on.

Thank you for your reply. The link to the similar shapes you provided refers to data that I originally shared, so I am already familiar with those examples.

Compared to the dataset on Zenodo, I have since added more shapes, which introduce greater shape variation. Prior to reconstruction, I manually scaled the shapes to achieve equal circumference in order to reduce variation along that dimension.

At the link below, you can find the files I am currently using, along with the reconstructions I have obtained so far:

I was wondering whether you might be able to offer further guidance on how to optimize the reconstructed shapes. I believe the results could still be improved, as some of the reconstructions exhibit spikes or small holes.

Kind regards,
Iris

I’m sorry, I didn’t access the link in time, I was off for a couple of weeks.

Had you tried the same parameters from the example project?

Hereby a new link :slight_smile: and yes I have tried the same parameters as you can see in the file. I just hope there is a way to improve them. Thanks in advance for taking time to have a look at it!

Got the files. I’m having trouble improving the model much. The extreme differences in the shapes makes it challenging.

Alright thank you very much for having a look at it! Then I know for sure these are the most optimal settings.