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Terms included in the glossary

Click one the link below to read a quick review about the checkpoint as well as pictures generated using this checkpoint.

It takes ages to write... New terms will be added week by week!

CFG

CFG Scale (Classifier-Free Guidance Scale) acts as a dial that controls how closely Stable Diffusion follows your written instructions (your prompt) when generating an image.

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Checkpoint

A checkpoint in Stable Diffusion is like a saved game file. Imagine the checkpoints used in race videogame.
It stores all the knowledge and skills the AI model has learned during its training process.

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Diffusers

They perform two main jobs: first, they systematically add noise to an image until it's just fuzzy randomness.
Secondly, and crucially, they also learn how to reverse this process, starting with that noisy image and gradually removing the noise to reveal the image that a text prompt describes.

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Fine-tuning

Fine-tuning, in machine learning, is the process of taking a model that has already been trained on a large, general dataset and adapting it to a smaller, more specific dataset.

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LoRA

LoRA (LOw-Rank Adaptation) are small upgrades you can add to your base model.
They teach your model a new skill, like how to draw a specific character (what you see the most), object or art style.

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U-Net

U-Net is a specific type of convolutional neural network architecture initially designed for biomedical image segmentation.
However, its effectiveness has led to its application in various image-to-image translation tasks.

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VAE

A VAE (Variational Autoencoder) acts like a clever image compressor and decompressor within Stable Diffusion.
It takes a picture, squeezes it into a compact code, and then knows how to perfectly rebuild the original image from that code.

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