😕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: https://discord.gg/s8rVscu2pM Live Stream in 8 hours: https://youtu.be/dVjMiJsuR5o ======= Links ======= Spreadsheet: https://docs.google.com/spreadsheets/d/1pIzTOy8WFEB1g8waJkA86g17E0OUmwajScHI3ytjs64/edit?usp=sharing 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: https://twitter.com/dreamingtulpa Driving a machine insane with Dreambooth: https://www.youtube.com/watch?v=kHRWaVl-WJU& Good Tutorials: Dreambooth tutorial by OlivioSarikas: https://www.youtube.com/watch?v=9Nu5tUl2zQw&ab_channel=OlivioSarikas Hypernetworks tutorial by Aitrepreneur: https://www.youtube.com/watch?v=1mEggRgRgfg&ab_channel=Aitrepreneur Textual Inversion tutorial by Aitrepreneur: https://www.youtube.com/watch?v=2ityl_dNRNw Textual Inversion Paper Walkthough by me: https://www.youtube.com/watch?v=opD_H9bED9Y LoRA tutorial by me: https://www.youtube.com/watch?v=d3hyjS2Hb24&t=1s&ab_channel=koiboi LoRA tutorial by Nerdy Rodent: https://www.youtube.com/watch?v=gw2XQ8HKTAI&ab_channel=NerdyRodent Aesthetic Embedings tutorial: https://www.youtube.com/watch?v=9zYzuKaYfJw&ab_channel=koiboi ======= Music ======= From Youtube Audio Library: Escapism Yung Logos Music from https://freetousemusic.com ‘Late Morning’ by ‘LuKremBo’:https://www.youtube.com/watch?v=oqMrdjO6pbA ‘Marshmallow’ by ‘LuKremBo’:https://www.youtube.com/watch?v=y7KYdqVND4o ‘Rose’ by ‘LuKremBo’: https://www.youtube.com/watch?v=XIhyti2Qa74 ‘Snow’ by LuKremBo: https://www.youtube.com/watch?v=wYiNao04Wg0 ‘Sunset’ by ‘LuKremBo’:https://www.youtube.com/watch?v=gv7hcXCnjOw ‘Travel’ by ‘LuKremBo’:https://www.youtube.com/watch?v=iixgZWLipXI ‘Branch’ by ‘LuKremBo’: https://www.youtube.com/watch?v=xPOy2pkImiU #stablediffusion #aiart #ai #machinelearning #dreambooth #textual-inversion #hypernetworks #lora #aesthetic-gradients #tutorials #resarch #aesthetic-embeddings