Contrastive Learning in PyTorch - Part 2: CL on Point Clouds
▬▬ Papers/Sources ▬▬▬▬▬▬▬
- Colab Notebook:
- SimCLRv2:
- PointNet:
- PointNet :
- EdgeConv:
- Contrastive Learning Survey:
▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬
All Icons are from flaticon:
▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from Uppbeat (free for Creators!):
License code: KJ7PFP0HB9BWHJOF
▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:22 Errors from last video
01:41 Notebook Setup [CODE]
02:42 Dataset Intro [CODE]
05:07 Augmentations and Bias
06:26 Augmentations [CODE]
09:12 Machine Learning on Point Clouds
11:48 PointNet
13:30 PointNet-pp
14:32 EdgeConv
15:53 Other Methods
16:09 Model Architecture
17:25 Model Implementation [CODE]
20:11 Training [CODE]
21:05 Batch sizes in CL
22:00 Training cont [CODE]
22:40 Batching in CL
23:15 Training cont [CODE]
24:08 Embedding evaluation
27:00 Outro
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