😕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 Â
Live Stream in 8 hours:    • LoRA vs Dreambooth vs Textual Invers... Â
======= 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:   / dreamingtulpa Â
Driving a machine insane with Dreambooth:    • I drove a Machine Insane Â
Good Tutorials:
Dreambooth tutorial by OlivioSarikas:    • DreamBooth for Automatic 1111  Super... Â
Hypernetworks tutorial by Aitrepreneur:    • HYPERNETWORK: Train Stable Diffusion ... Â
Textual Inversion tutorial by Aitrepreneur:    • ULTIMATE FREE TEXTUAL INVERSION In St... Â
Textual Inversion Paper Walkthough by me:    • Textual Inversion with Automatic1111 ... Â
LoRA tutorial by me:    • 7GB RAM Dreambooth with LoRA + Automa... Â
LoRA tutorial by Nerdy Rodent:    • LORA for Stable Diffusion  A1111 Dre... Â
Aesthetic Embedings tutorial:    • How to use Aesthetic Gradients: Stabl... Â
======= Music =======
From Youtube Audio Library:
Escapism Yung Logos
Music from https://freetousemusic.com
‘Late Morning’ by ‘LuKremBo’:   • (no copyright music) chill type beat ... Â
‘Marshmallow’ by ‘LuKremBo’:   • lukrembo  marshmallow (royalty free ... Â
‘Rose’ by ‘LuKremBo’:    • lukrembo  rose (royalty free vlog mu... Â
‘Snow’ by LuKremBo:    • lukrembo  snow (royalty free vlog mu... Â
‘Sunset’ by ‘LuKremBo’:   • (no copyright music) jazz type beat “... Â
‘Travel’ by ‘LuKremBo’:   • lukrembo  travel (royalty free vlog ... Â
‘Branch’ by ‘LuKremBo’:    • (no copyright music) chill type beat ... Â
#stablediffusion #aiart #ai #machinelearning #dreambooth #textualinversion #hypernetworks #lora #aestheticgradients #tutorials #resarch #aestheticembeddings
