over 1 year ago

Stable Diffusion is a text-to-image model by StabilityAI.

Stable Diffusion is a powerful artificial intelligence model capable of generating high-quality images based on text descriptions. Developed by Stability AI in collaboration with various academic researchers and non-profit organizations in 2022, it takes a piece of text and creates an image that closely aligns with the description provided. This model can be used in a variety of applications including image creation, image editing, and even image translation based on text prompts.

The underlying technology of Stable Diffusion is a type of deep learning network known as a latent diffusion model. The process starts with compressing the image from pixel space to a smaller dimensional latent space using a component called a Variational Autoencoder (VAE). The model then applies Gaussian noise to the compressed image and uses a U-Net block to clean up this noise and restore the image to its original form. The final image is generated by converting the representation back into pixel space.

What makes Stable Diffusion unique is its ability to be 'conditioned' on a string of text, an image, or another modality. This means that it can generate images based on a given text prompt or alter an existing image according to the prompt. Additionally, unlike its predecessors like DALL-E and Midjourney, Stable Diffusion has made its code and model weights publicly available, which makes it accessible for individual developers and researchers.

Despite its impressive capabilities, Stable Diffusion does have some limitations. It struggles with certain types of images such as human limbs and faces due to insufficient training data, and it requires significant computing power to train on new data. Additionally, it's worth noting that the model was primarily trained on images with English descriptions, which can result in a bias towards western perspectives and cultures.

Despite these challenges, Stable Diffusion represents a significant step forward in the field of text-to-image AI models. It offers a wealth of possibilities for artists, developers, and researchers alike, enabling them to generate and manipulate images in ways that were previously only possible with extensive human effort and expertise.

Stable Diffusion also provides some unique capabilities that are not found in previous text-to-image models like DALL-E and Midjourney. One of these is the use of textual inversions and LoRAs, or "Latent Optimizers over Randomly Initialized Architectures". Textual inversions allow users to create "embeddings" from a collection of their own images, essentially enabling the model to generate images similar to those in the collection whenever specific words or phrases are used in a text prompt. This capability can be used to reduce biases within the original model or to mimic particular visual styles. LoRAs, on the other hand, are a technique that helps guide the model towards specific types of outputs, such as imitating the style of a particular artist.

Another exciting feature of Stable Diffusion is the ability for users to train their own fine-tuned models. With this capability, users can tailor the model to generate images that cater to specific use-cases, creating outputs that are more aligned with their unique needs and preferences. Techniques such as ControlNet and DreamBooth further enhance this capability. ControlNet is a neural network architecture designed to manage diffusion models by incorporating additional conditions, preserving the integrity of the original model while learning new conditions. DreamBooth, on the other hand, is a fine-tuning model that generates precise, personalized outputs depicting a specific subject based on a set of images. These features make Stable Diffusion a highly adaptable tool that can be customized to generate a broad range of image outputs based on text prompts.

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What is Stable Diffusion?

Stable Diffusion is a highly specialized Image generation AI Model of type Safetensors / Checkpoint AI Model created by the AI community. Derived from the powerful Stable Diffusion () model, Stable Diffusion has undergone an extensive fine-tuning process, leveraging the power of a dataset consisting of images generated by other AI models or user-contributed data. This fine-tuning process ensures that Stable Diffusion is capable of generating images that are highly relevant to the specific use-cases it was designed for, such as image generation, AI art.

Can I download Stable Diffusion?

Yes! You can download the latest version of Stable Diffusion from here.

How to use Stable Diffusion?

To use Stable Diffusion, download the model checkpoint file and set up an UI for running Stable Diffusion models (for example, AUTOMATIC1111). Then, provide the model with a detailed text prompt to generate an image. Experiment with different prompts and settings to achieve the desired results. If this sounds a bit complicated, check out our initial guide to Stable Diffusion – it might be of help. And if you really want to dive deep into AI image generation and understand how set up AUTOMATIC1111 to use Safetensors / Checkpoint AI Models like Stable Diffusion, check out our crash course in AI image generation.

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Version 2 Base: 2 Files

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Stable Diffusion 2 Base prompts

Explore the best Stable Diffusion prompts

3 months ago

medium close-up, young adult female, bright demeanor, long blonde waves, denim jacket, tailored fit, light grey V-neck shirt, pale pink jeans, statement necklace, matching earrings, impeccable makeup, emphasized eyes, natural lip color, radiant smile, warm personality, urban chic background, skin glow, subtle skin texture, casual stylish attire, sharp denim details, bright flattering lighting, professional photoshoot, harmonious color grading, softer makeup, subtle eyebrows, subtle eyeshadow, realistic eyes, natural eye symmetry, natural hair lighting, soft hair texture, correct ear placement, natural ear shape, complete necklace chain, realistic jewelry, three-dimensional clothing texture, natural clothing folds, natural mouth size, proportional teeth, realistic skin tone, natural complexion, balanced facial proportions, appropriate head size, full face visible, normal tooth appearance, even lighting, soft contrast, high dynamic range, lifelike skin texture, subtle skin tones, realistic hair texture, soft facial features, balanced exposure, upbeat demeanor, blonde waves, light grey V-neck, pink jeans, statement jewelry, warm smile, skin texture, denim texture, professional lighting, soft shadows, color depth, fitted denim jacket, genuine smile, casual elegance, photoshoot lighting, bright flattering light, color harmony, full head of hair, detailed eye construction, expressive eyes, photorealistic shading, natural light reflection, anatomically correct ears, detailed neckline, visible clothing textures, 8K ultra resolution, detailed texture, advanced skin rendering, high fidelity colors, natural lighting, subtle shadows, fine hair detail, realistic fabric weave, depth of field, anatomical accuracy, accurate facial features, high dynamic range, nuanced skin tones, balanced saturation, lifelike reflectivity, complex light interplay, ambient occlusion, detailed eyes realism, meticulous makeup, natural contours, precision in jewelry rendering, ambient light adjustment, texture mapping, depth perception, photometric lighting, anatomically correct proportions, sub-surface scattering, soft edge definition, image clarity, accurate shadows, fine detail preservation, natural color calibration, tactile textures, realistic material behavior, gradational toning, delicate skin highlights, sophisticated color correction, real-world light attenuation, precise geometrical detailing, natural skin texture, subtle skin tones, visible skin pores, natural skin glow, even skin coloration, soft complexion, diffused skin reflection, brightly lit eyes, natural eye color, clear eyes, light-reflective eyes, soft shadowing around eyes, striking beauty, captivating eyes, lustrous hair, radiant skin, elegant attire, graceful presence, vibrant complexion, expressive gaze, harmonious features, exquisite makeup, alluring smile, flawless skin tone, artistic lighting, refined elegance, fashionable style, charismatic aura, soft but defined facial contours, subtle yet enhancing makeup, natural but vivid eye color, well-defined but natural eyebrows, gleaming but not overdone highlights on hair, smooth but textured hairstyle, natural-looking eyes, proportionate teeth, rich skin complexion, correct arm placement, natural arm length, clear and focused image, attractive facial features, visible face, clear facial features, attractive look, natural eyes, proportionate teeth, smooth skin texture, correct arm anatomy

3 months ago

medium close-up, young adult female, bright demeanor, long blonde waves, denim jacket, tailored fit, light grey V-neck shirt, pale pink jeans, statement necklace, matching earrings, impeccable makeup, emphasized eyes, natural lip color, radiant smile, warm personality, urban chic background, skin glow, subtle skin texture, casual stylish attire, sharp denim details, bright flattering lighting, professional photoshoot, harmonious color grading, softer makeup, subtle eyebrows, subtle eyeshadow, realistic eyes, natural eye symmetry, natural hair lighting, soft hair texture, correct ear placement, natural ear shape, complete necklace chain, realistic jewelry, three-dimensional clothing texture, natural clothing folds, natural mouth size, proportional teeth, realistic skin tone, natural complexion, balanced facial proportions, appropriate head size, full face visible, normal tooth appearance, even lighting, soft contrast, high dynamic range, lifelike skin texture, subtle skin tones, realistic hair texture, soft facial features, balanced exposure, upbeat demeanor, blonde waves, light grey V-neck, pink jeans, statement jewelry, warm smile, skin texture, denim texture, professional lighting, soft shadows, color depth, fitted denim jacket, genuine smile, casual elegance, photoshoot lighting, bright flattering light, color harmony, full head of hair, detailed eye construction, expressive eyes, photorealistic shading, natural light reflection, anatomically correct ears, detailed neckline, visible clothing textures, 8k-ultra-resolution, high-detail-texture, micro-detail-enhancement, advanced-skin-rendering, high-fidelity-color-depth, natural-lighting-simulation, subtle-shadow-gradation, fine-hair-detailing, realistic-fabric-weave, depth-of-field-precision, precise-anatomical-modeling, accurate-facial-features, high-dynamic-range-imaging, nuanced-skin-tones, balanced-saturation-levels, lifelike-reflectivity, complex-light-interplay, ambient-occlusion-effects, detailed-eye-realism, meticulous-make-up-application, soft-natural-contours, precise-jewelry-rendering, ambient-light-adjustment, texture-mapping-accuracy, depth-perception-cueing, photometric-lighting-consistency, anatomically-accurate-proportions, sub-surface-scattering-skin, soft-edge-definition, crisp-image-clarity, accurate-shadow-casting, fine-detail-preserving, natural-color-calibration, tactile-texture-visualization, realistic-material-properties, gradational-tone-mapping, delicate-skin-highlights, ultra-high-definition-sharpness, sophisticated-color-correction, real-world-light-attenuation, precise-geometrical-detailing