Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by drsopp on Friday December 08, 2023 @07:26AM
(#38568198)
No, they assume their peers do.
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by vmfunction on Friday December 08, 2023 @07:35AM
(#38568265)
It is academia ;-)
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by GaggiX on Friday December 08, 2023 @07:41AM
(#38568310)
I don't think a research paper is meant to be understood by everyone, and I imagine the authors don't have that expectation either.
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by data-ottawa on Friday December 08, 2023 @10:53AM
(#38570448)
I actually have the same gripe, unfortunately there is a long history of academic fields naming things like this (there’s an entire Wikipedia page on this banned after Gauss/“Gaussian” https://en.wikipedia.org/wiki/List_of_things_named_after_Car...)
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by blovescoffee on Friday December 08, 2023 @04:23PM
(#38574619)
Not really. There are many things named after Gauss but a "Gaussian" is almost always meant to be a probability distribution / density function that is very well understood and defined (and common)
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by eigenvalue on Friday December 08, 2023 @11:16AM
(#38570692)
Take a linear algebra course or read a textbook before trying to read and understand cutting edge ML research!
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by cubefox on Friday December 08, 2023 @12:55PM
(#38571933)
Rude!
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by ndriscoll on Friday December 08, 2023 @01:20PM
(#38572285)
Seems like they just mean the vector version of a Gaussian function: f(r) = exp(-r•r). Basically a "bell curve" except in 3D so it's a ball that's dense at the center and dies off. Then the optimizer might learn to produce an intensity, offset, and width for each point in a cloud, so the A,B,C for A*f((r-B)/C) at each point or something.
Re:Gaussian Head Avatar: Ultra High-Fidelity Head Avatar via...
by blovescoffee on Friday December 08, 2023 @04:21PM
(#38574600)
This is in fact what the optimizer does. At least in the original paper, the model learns to skew and rotate the gaussians.
They just assume everyone knows what they mean with "3D Gaussian".