3D Deep Learning tutorial with Pytorch3d

#pytorch #pytorch3d #3ddeeplearning #deeplearning #machinelearning

In this video, I try the 3D Deep Learning tutorials from Pytorch 3D. Join me and learn a bit about 3D Deep Learning.

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✅ Timestamps
0:00 Introduction
1:00 Heterogeneous Batching
1:40 3D Operators
3:56 Differential Renderer
5:54 Google Colab: Deform a source mesh to form a target mesh using 3D loss functions
6:52 Loss functions/regularizers: Chamfer distance, edge loss, laplacian smoonthing, normal consistency
8:58 Using Stochastic Gradient Descent for Optimization loop
13:38 Opening the reconstructed mesh in Blender (Dolphin)
16:00 Trying Pytorch3D's visualization tools for Plotly
22:27 Fit a mesh using Pytorch3D's differential renderer

[CODEMENTAL]

Videos you probably want to watch:

[gonzaleshuerta]

a beautiful tutorial that god will bless you jeovanny

[袁超-hd]

Thanks for your video. I would like to know how you jump directly to open the function definition in jupyter-lab.8:35

[lyndaraid]

Very useful video thank you so much for your effort

[rajeswararaonookala]

Hello code mental, can you please give the code in GitHub and at 29:34 what is mean by label and where it is coming from. i am getting error as label is not defined. why?

[xiaoshen]

hello brother where is the code brother?

[baatimama]

thanks I understand at least what needed to be done

[juliawiercigroch]

Instead of working with the vertex colour, can you work with the texture image

[Malazimad]

can you please give the google colab, i can't find it in the description, thank you!

[chantalmatar]

hello thank you! does this process apply to custom images and obj files instead of the files found in google colab originally?

[vivekranjan]

Would you mind giving any access to the code. I can't really tell what you've imported 😅

[lyndaraid]

Can I use this video to generate photo realistic 3D ?

[henokseifu]

thank you for your helpful. which algorithm is best to model 3D from 2d image using deep learning techniques and how can I train my own custom datasets !

[sky_raiderme]

hey if u dont mind can i get the code becuse i want to see a few things in that
liked ur presentation

[welsonfy]

Why not import a 2D image and transform it into a 3D model in a simple and fast way?

[stephenkiilu]

Thank you for your presentation. It was very helpful.

[neon_Nomad]

I dont always model cows.. but when I do I only model half then merge it with the shadow.

[magi-]

Is this method applicable to a dataset of images in which we only have images with camera perspectives from the front of a given object?

[KashishNaqvi-exme]

Hello, please help me out. I want to use 2d images and then create a 3d mesh with texture from those images. how to use this code for that?

[henokseifu]

thank you for your helpful video. sir, which algorithm is best to model 3D from 2d image using deep learning techniques and how can I train my own custom datasets?