😕LoRA vs Dreambooth vs Textual Inversion vs Hypernetworks

There are 5 methods for teaching specific concepts, objects of styles to your Stable Diffusion: Textual Inversion, Dreambooth, Hypernetworks, LoRA and Aesthetic Gradients. The question is: which one should you use?

In this video we review 3 key research papers, look at the underlying mathematical mechanics behind each method, analyze data from civitai to arrive at an informed and final conclusion.

Discord: Discord: discord
Live Stream in 8 hours: 😕LoRA vs Dreambooth vs Textual Invers...

======= Links =======

Spreadsheet: https://docs.google.com/spreadsheets/...
LoRA paper: https://arxiv.org/abs/2106.09685
Dreambooth Paper: https://arxiv.org/abs/2208.12242
Textual Inversion Paper: https://arxiv.org/abs/2208.01618

Dreaming Tulpa: Twitter: dreamingtulpa
Driving a machine insane with Dreambooth: I drove a Machine Insane

Good Tutorials:

Dreambooth tutorial by OlivioSarikas: DreamBooth for Automatic 1111 - Super...
Hypernetworks tutorial by Aitrepreneur: HYPERNETWORK: Train Stable Diffusion ...
Textual Inversion tutorial by Aitrepreneur: ULTIMATE FREE TEXTUAL INVERSION In St...
Textual Inversion Paper Walkthough by me: Textual Inversion with Automatic1111 ...
LoRA tutorial by me: 7GB RAM Dreambooth with LoRA + Automa...
LoRA tutorial by Nerdy Rodent: LORA for Stable Diffusion - A1111 Dre...
Aesthetic Embedings tutorial: How to use Aesthetic Gradients: Stabl...

======= Music =======

From Youtube Audio Library:

Escapism Yung Logos

Music from https://freetousemusic.com

‘Late Morning’ by ‘LuKremBo’:(no copyright music) chill type beat ...
‘Marshmallow’ by ‘LuKremBo’:lukrembo - marshmallow (royalty free ...
‘Rose’ by ‘LuKremBo’: lukrembo - rose (royalty free vlog mu...
‘Snow’ by LuKremBo: lukrembo - snow (royalty free vlog mu...
‘Sunset’ by ‘LuKremBo’:(no copyright music) jazz type beat “...
‘Travel’ by ‘LuKremBo’:lukrembo - travel (royalty free vlog ...
‘Branch’ by ‘LuKremBo’: (no copyright music) chill type beat ...

#stablediffusion  #aiart #ai #machinelearning #dreambooth #textual-inversion #hypernetworks #lora #aesthetic-gradients #tutorials #resarch #aesthetic-embeddings