This video walks through the Keras Code Example implementation of Point Cloud Classification. I had a tough time understanding what the TNET blocks are motivated by, but if interested the paper link is below. I hope this tutorial still provided a decent enough example of what point clouds are and how to load them into a Keras workspace. Thanks for watching, please check out the rest of the Keras Code Example playlist!
Content Links:
Point Cloud Classification - Keras Code Examples: https://keras.io/examples/vision/poin...
PointNet (Paper): https://arxiv.org/pdf/1612.00593.pdf
ModelNet (Dataset Project Page): https://modelnet.cs.princeton.edu/
Point Clouds (Wikipedia): https://en.wikipedia.org/wiki/Point_c...
Trimesh library: https://trimsh.org/
3D Printing Stack Exchange: https://3dprinting.stackexchange.com/....
GeeksforGeeks raster vs vector graphics: https://www.geeksforgeeks.org/vector-...
PyTorch Geometric: https://pytorch-geometric.readthedocs...
Thanks for watching!
Point Cloud Chapters
0:00 Beginning
0:44 What are Point Clouds?
4:14 Download and Visualize Dataset
6:25 Point Cloud Data Augmentation
7:50 Model Architecture
15:50 Training and Evaluating the Model
18:08 Summary
Watch video Point Cloud Classification - Keras Code Examples online without registration, duration hours minute second in high quality. This video was added by user Connor Shorten 06 March 2021, don't forget to share it with your friends and acquaintances, it has been viewed on our site 13,681 once and liked it 324 people.