Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Bilateral Filtering Directly on DepthAI #215

Closed
Luxonis-Brandon opened this issue Oct 2, 2020 · 0 comments
Closed

Bilateral Filtering Directly on DepthAI #215

Luxonis-Brandon opened this issue Oct 2, 2020 · 0 comments
Labels
enhancement New feature or request

Comments

@Luxonis-Brandon
Copy link
Contributor

Luxonis-Brandon commented Oct 2, 2020

Start with the why:

For readily available smooth point clouds, and for overall better depth and object detection 3D localization, bilateral filtering seems to do a good job (see comparison w/ no filtering and WLS, here: fixstars/libSGM#20 (comment)). And it seems reasonably possible to implement this directly on DepthAI so there is no host load (just as we have Median filtering size now w/ a variety of kernel size options). This will likely pair quite well with subpixel support as well (#163) and will also likely result in better point clouds as in #180.

Move to the how:

Leverage the SHAVES to support optional Bilateral filtering on DepthAI directly as an option (just as Median is now).
This Bilateral filtering will be useful for other applications than just depth. So we should implement it as a #136 node so that it can be generally applied.

Move to the what:

Support Bilateral filtering node that is usable for filtering depth directly on DepthAI.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
enhancement New feature or request
Projects
None yet
Development

No branches or pull requests

2 participants