mmdetection3d icon indicating copy to clipboard operation
mmdetection3d copied to clipboard

The use of ObjectSample

Open Shiming94 opened this issue 2 years ago • 1 comments

Hi,

I wondered the role of the module ObjectSample in the train data pipeline. For example, to train the CenterPoint with the NuScenes dataset (CBGS seetings), ObjectSample is used, but the config file to train the PointPillars with the NuScenes doesn't use this module. When I committed this module in the Centerpoint training, it seems nothing influenced.

Thus, I would like to know the role of ObjectSample in the train data process and how to use it. Is it neceassary to process training data?

Looking forward to your reply.

Best, Shiming

Shiming94 avatar Jul 24 '22 14:07 Shiming94

It's just a kind of data augmentation. The usage of it sometimes may bring performance gains while sometimes not. We usually add it when it brings some gains. Besides, we will typically respect the original implementations when reproducing other works.

Tai-Wang avatar Aug 03 '22 06:08 Tai-Wang