Glossary

AI image generation — explained

30 plain-English definitions for every term that shows up in modern diffusion-model work.

  • LoRA (Low-Rank Adaptation)

    A lightweight fine-tuning method that teaches a base image model a new face, style or object using a tiny add-on file.

  • CFG Scale (Classifier-Free Guidance)

    A slider that controls how literally the model follows your prompt versus how much creative freedom it takes.

  • Seed

    The number that determines a model's random starting noise — same seed and same prompt always gives the same image.

  • Sampler

    The algorithm that turns random noise into a finished image step by step.

  • Steps

    How many de-noising iterations the model runs — more steps = more detail but slower and more expensive.

  • ControlNet

    A model that constrains image generation to match a reference's pose, depth, edges or layout.

  • img2img

    Generate a new image guided by a reference image instead of starting from pure noise.

  • Inpainting

    Replace or refine only the masked region of an image while keeping the rest untouched.

  • Checkpoint

    A saved snapshot of a fully-trained image model — the file that defines the base aesthetic.

  • DreamBooth

    An older full fine-tuning method that bakes a new subject directly into a checkpoint.

  • Negative Prompt

    Words and concepts you want the model to actively avoid in the output.

  • Prompt Weighting

    Syntax that boosts or reduces the importance of specific words in your prompt.

  • Upscaling

    Enlarging an image to higher resolution while restoring or inventing detail.

  • VAE (Variational Autoencoder)

    The component that converts between pixels and the latent space the diffusion model actually works in.

  • Diffusion Model

    The class of generative AI that creates images by repeatedly de-noising random static.

  • AI Influencer

    A fully synthetic social-media persona whose photos and videos are created entirely by generative AI rather than a real human.

  • NSFW AI

    AI image generation configured to produce adult or explicit content that mainstream platforms restrict by default.

  • Uncensored AI Image Generation

    Running a diffusion model without the content-classification layer that would otherwise block or blur certain outputs.

  • AI UGC Creator Economy

    The emerging market where creators use AI-generated content — instead of (or alongside) filmed footage — to produce sponsored posts, ads, and brand deals.

  • Stable Diffusion vs Flux

    A head-to-head comparison of the two most important open-weight image generation architectures.

  • LoRA Training Basics

    The step-by-step process of teaching a diffusion model a new face, object, or style using a small set of training images.

  • Negative Prompts Explained

    A complete guide to writing negative prompts that eliminate artefacts, bad anatomy, and unwanted styles from your AI images.

  • CFG Scale Guide

    How to choose the right guidance scale value for any model to get sharp, properly-prompted images without burning the output.

  • Seed Numbers in AI Art

    Why seeds matter for reproducibility, creative iteration, and sharing exact images with other users.

  • img2img Workflow

    A step-by-step guide to using image-to-image generation to restyle, refine, or repurpose existing photos and renders.

  • Inpainting Basics

    How to use AI inpainting to fix, replace, or add elements within a specific region of an existing image.

  • ControlNet Explained

    How ControlNet works and which control types — pose, depth, canny, normal map — to use for different creative goals.

  • AI Face Consistency

    Techniques for generating the same person's face reliably across different prompts, poses, and scenes in AI image generation.

  • AI Model Rights and Licensing

    Who owns AI-generated images, what licences govern the models that create them, and what you can legally do with the output.

  • AI Content Moderation

    The automated systems that classify, filter, and block AI-generated images based on safety, legality, and platform policy.

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