name: Stability AI Vocabulary description: >- Vocabulary for Stability AI generative AI models and APIs covering image generation, image editing, upscaling, video generation, and 3D asset creation including Stable Diffusion and related concepts. created: '2026-05-02' modified: '2026-05-02' terms: - term: Stable Diffusion definition: >- A deep learning text-to-image generation model developed by Stability AI. Uses a latent diffusion process where noise is iteratively removed from a latent representation to produce high-quality images from text prompts. - term: Text-to-Image definition: >- The process of generating images from natural language text descriptions (prompts). Stability AI's core capability through models like Stable Image Core, Stable Diffusion 3, and Stable Image Ultra. - term: Image-to-Image definition: >- Generating a new image guided by an input reference image and a text prompt. The strength parameter controls how much the output diverges from the input image. - term: Prompt definition: >- A text description that guides the image generation model. Strong prompts clearly describe subjects, styles, lighting, and composition. Maximum 10,000 characters in the Stability AI API. - term: Negative Prompt definition: >- Text describing elements to exclude from the generated image. Used to steer the model away from unwanted content, artifacts, or styles. - term: Seed definition: >- An integer value that initializes the random number generator used during image generation. Using the same seed with identical parameters produces similar results, enabling reproducibility. - term: Aspect Ratio definition: >- The proportional relationship between width and height of the generated image. Supported values include 1:1, 16:9, 9:16, 4:5, 5:4, 2:3, 3:2, 21:9, and 9:21. - term: Output Format definition: >- The file format of the generated image. Stability AI APIs support JPEG, PNG, and WebP output formats. PNG preserves transparency for background removal operations. - term: Inpainting definition: >- The process of filling in a masked region of an image with AI-generated content. A mask image identifies the area to modify; a text prompt guides what appears in the filled region. - term: Outpainting definition: >- The process of extending an image beyond its current boundaries by generating new content that seamlessly continues the existing scene. - term: ControlNet definition: >- A neural network architecture for controlling image generation using additional conditioning inputs such as sketches, depth maps, or segmentation masks. Used in Stability AI's Stable Image Control API. - term: Stable Image Ultra definition: >- Stability AI's highest quality image generation model tier, offering state-of-the-art photorealistic and artistic image generation with exceptional detail and composition. - term: Stable Image Core definition: >- Stability AI's fast and affordable image generation model tier, optimized for quick, high-quality generation suitable for most use cases. - term: Stable Diffusion 3 definition: >- The third generation of Stability AI's Stable Diffusion model family, offering improved text rendering, multi-subject composition, and overall image quality. Variants include SD3, SD3 Turbo, SD3.5 Large, and SD3.5 Medium. - term: Stable Video Diffusion definition: >- Stability AI's image-to-video model that generates short animated video clips from a single input image, producing realistic motion from static images. - term: Stable Fast 3D definition: >- Stability AI's rapid 3D asset generation model that creates textured 3D meshes from single input images, suitable for games, AR, and VR. - term: Finish Reason definition: >- The reason why a generation request completed. SUCCESS indicates a successful generation; CONTENT_FILTERED indicates the output was blocked by content moderation policies. - term: Content Moderation definition: >- Automatic filtering applied to generation requests and outputs to prevent the creation of harmful, offensive, or policy-violating content. - term: Bearer Token definition: >- Authentication method used by Stability AI APIs. The API key is passed as a Bearer token in the Authorization header of each request. - term: Multipart Form Data definition: >- The request encoding format used by Stability AI APIs for image generation and editing. Allows uploading both text parameters and binary image files in a single request.