[Feat] 3D Data Augmentation APIs
See original GitHub issue🚀 Feature
I am going to give some basic 3D data augmentation methods recently.
The first thing is shall we rename all the current APIs into 2D?
import kornia.augmentation as K
aug_2d = K.RandomHorizontalFlip()
aug_3d = K.RandomHorizontalFlip3D()
or we shall name it as:
import kornia.augmentation as K
aug_2d = K.RandomHorizontalFlip2D()
aug_3d = K.RandomHorizontalFlip3D()
Also, the functionalities like kornia.geometry.VFlip
accepts only BCHW and I do not think it is appropriate to make it accepts BCDHW. Thus, It seems to be redundant but should we have a 3D version like kornia.geometry.VFlip3D
and kornia.geometry.VFlip2D
. Or should we have another kornia_3d
repo?
Issue Analytics
- State:
- Created 3 years ago
- Comments:8 (5 by maintainers)
Top Results From Across the Web
3D Data-Augmentation Using tf.data and Volumentations-3D ...
So see it's pretty simple to use augmentation using tf.data API with little effort using Volumentations-3D. Hope you will find it useful.
Read more >mmpose.apis — MMPose 0.29.0 documentation
Inference 3D pose from 2D pose sequences using a pose lifter model. Parameters. model (nn.Module) – The loaded pose lifter model. pose_results_2d (list[list[ ......
Read more >Building powerful image classification models using very little ...
ImageDataGenerator for real-time data augmentation; layer freezing and model fine-tuning ...and more. Our setup: only 2000 training examples ( ...
Read more >Tensorflow CNN image augmentation pipeline - Stack Overflow
I'm using the Dataset API creating 2 datasets so that in the trainloop I can calculate the train and test loss and log...
Read more >Improving Deep Learning with Generic Data Augmentation
Experimental results indicate that cropping in geometric augmentations significantly increases CNN task performance, and various geometric ...
Read more >Top Related Medium Post
No results found
Top Related StackOverflow Question
No results found
Troubleshoot Live Code
Lightrun enables developers to add logs, metrics and snapshots to live code - no restarts or redeploys required.
Start FreeTop Related Reddit Thread
No results found
Top Related Hackernoon Post
No results found
Top Related Tweet
No results found
Top Related Dev.to Post
No results found
Top Related Hashnode Post
No results found
Top GitHub Comments
/cc @wyli in case you are interested
already introduced in v0.4.x