How to get the smallest models or portions of Dreambooth-trained models for a specific subject

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  • lora

    Using Low-rank adaptation to quickly fine-tune diffusion models. (by cloneofsimo)

  • You might find a method called LoRA interesting for reducing size. Can be applied to approximate a full Dreambooth-style training. See this discussion for more details: https://github.com/cloneofsimo/lora/discussions/37

  • diffusers

    🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

  • Hi, I want to finetune Stable diffusion using the diffusers' dreambooth example for multiple subjects (each subject with its own model).

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • custom-diffusion

    Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

  • Adobe Research also has "Custom Diffusion" out: https://github.com/adobe-research/custom-diffusion. It's got a similar goal of ~megabytes sized outputs. Warning that it's got a proprietary license.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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