danbider / lightning-pose

Accelerated pose estimation and tracking using semi-supervised convolutional networks.
MIT License
223 stars 32 forks source link

Query regarding use of Filtered_predictions in LightningPose model #133

Closed ReetKaur15 closed 3 months ago

ReetKaur15 commented 3 months ago

Hi Team,

I want to know, what the post-processing approach used by LightningPose ? Also, I have following queries:

  1. Does lightningPose use filtered_predictions options in its model as a post-processing step as done by the DeeplabCut model?
  2. If yes, could you please explain, is it using filtered predictions by default (we cannot disable it) or can we change this setting in the config file (if yes, where in the config file)?

Many thanks in advance,

themattinthehatt commented 3 months ago

We don't implement any post-processing in the lightning pose repo; all of your results are raw predictions from the network.

If you're interested in a good post-processor (and have the extra compute) I'd recommend an ensembling method that we've had very good luck with:

tagging @colehurwitz, he's the lead developer on that one