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Type of Loss Function

Open czeyveli1 opened this issue 1 year ago • 1 comments

Can I learn what is the type of loss function that used in SplaTAM?

czeyveli1 avatar Apr 29 '24 15:04 czeyveli1

What do you mean by type and which one?

Disclaimer: I'm not an author of the paper.

Here are some from the paper: image

Loss including the $D$ i.e rendered depth $L1$ loss and $C$ the L1 rendered color loss.

It's optimising $E_{t+1}$

Hope it helps

AlexMorgand avatar Apr 29 '24 16:04 AlexMorgand

Hi, we use both rendered color and depth loss where the losses are weighted using the silhouette when doing tracking.

For details regarding the loss, please refer to the paper or look at this part of the code: https://github.com/spla-tam/SplaTAM/blob/1a5d407c3a145f69691d49267411cb65e5d5c992/scripts/splatam.py#L214

These slides might also be helpful: http://tinyurl.com/splatam

Nik-V9 avatar Jun 08 '24 14:06 Nik-V9