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Model Description by Creator
Originally Posted to Hugging Face and shared here with permission from Stability AI.
SDXL consists of a two-step pipeline for latent diffusion: First, we use a base model to generate latents of the desired output size. In the second step, we use a specialized high-resolution model and apply a technique called SDEdit (https://arxiv.org/abs/2108.01073, also known as "img2img") to the latents generated in the first step, using the same prompt.
Model Description
Developed by: Stability AI
Model type: Diffusion-based text-to-image generative model
Model Description: This is a model that can be used to generate and modify images based on text prompts. It is a Latent Diffusion Model that uses two fixed, pretrained text encoders (OpenCLIP-ViT/G and CLIP-ViT/L).
Resources for more information: GitHub Repository.
Model Sources
Repository: https://github.com/Stability-AI/generative-models
Demo [optional]: https://clipdrop.co/stable-diffusion
Uses
Direct Use
The model is intended for research purposes only. Possible research areas and tasks include
Generation of artworks and use in design and other artistic processes.
Applications in educational or creative tools.
Research on generative models.
Safe deployment of models which have the potential to generate harmful content.
Probing and understanding the limitations and biases of generative models.
Excluded uses are described below.
Out-of-Scope Use
The model was not trained to be factual or true representations of people or events, and therefore using the model to generate such content is out-of-scope for the abilities of this model.
Limitations and Bias
Limitations
The model does not achieve perfect photorealism
The model cannot render legible text
The model struggles with more difficult tasks which involve compositionality, such as rendering an image corresponding to “A red cube on top of a blue sphere”
Faces and people in general may not be generated properly.
The autoencoding part of the model is lossy.
Bias
While the capabilities of image generation models are impressive, they can also reinforce or exacerbate social biases.
The chart above evaluates user preference for SDXL (with and without refinement) over Stable Diffusion 1.5 and 2.1. The SDXL base model performs significantly better than the previous variants, and the model combined with the refinement module achieves the best overall performance.
Images Generated With This Model
<lora:Childrens_book_illustration-000001:0.7> <lora:Johan_Potma_Art_Style_SDXL-000008:0.7> (childrens_book_illustration:0.7) (potma style:0.7)
monster with crown in mushroom palace
masterpiece
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
In the heart of a tranquil forest, a humanoid deer dressed in a cozy, hand-knitted sweater stands at the edge of a crystalline pond. The pond reflects the vibrant autumn foliage that surrounds it, creating a breathtaking kaleidoscope of colors.
The humanoid deer delicately balances on one leg, practicing yoga by the water's edge. Their eyes are closed in meditation, and a sense of serene calm radiates from their posture. A gentle mist rises from the pond's surface, adding a touch of mystique to the scene.
The trees in the forest are dressed in rich, warm shades of amber and crimson, with leaves gently falling to the ground. Sunlight filters through the canopy, casting a dappled pattern on the forest floor.
A wooden bench, adorned with plump, inviting cushions, rests nearby, offering a spot for those who seek a moment of quiet contemplation in this natural sanctuary.
The air is crisp but not biting, carrying the scent of earth and decaying leaves. The forest is alive with the soft rustling of leaves and the distant calls of birds preparing for their winter journey.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
The image is a picturesque, serene landscape, framed by a backdrop of rolling hills and a clear, pale blue sky. In the foreground, there is a winding path covered with a carpet of fallen leaves in shades of warm gold, crimson, and russet. The leaves are lightly dusted with a delicate layer of frost, which adds a touch of glistening charm to the scene.
On either side of the path, there are tall, slender trees with their branches mostly bare, save for a few lingering, fiery-colored leaves that cling to the twigs. These trees cast long, graceful shadows on the ground, enhancing the sense of depth and tranquility.
The late afternoon sun bathes the entire landscape in a soft, warm light, creating a cozy and inviting ambiance. The gentle breeze rustles the leaves, and the air is crisp and invigorating, carrying the scent of earth and nature.
In the distance, a quaint cottage with a thatched roof peeks out from behind the trees. Smoke gently rises from its chimney, indicating a welcoming hearth inside. Nearby, a wooden bench invites you to sit and savor the beauty of the season.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
The image is a picturesque, serene landscape, framed by a backdrop of rolling hills and a clear, pale blue sky. In the foreground, there is a winding path covered with a carpet of fallen leaves in shades of warm gold, crimson, and russet. The leaves are lightly dusted with a delicate layer of frost, which adds a touch of glistening charm to the scene.
On either side of the path, there are tall, slender trees with their branches mostly bare, save for a few lingering, fiery-colored leaves that cling to the twigs. These trees cast long, graceful shadows on the ground, enhancing the sense of depth and tranquility.
The late afternoon sun bathes the entire landscape in a soft, warm light, creating a cozy and inviting ambiance. The gentle breeze rustles the leaves, and the air is crisp and invigorating, carrying the scent of earth and nature.
In the distance, a quaint cottage with a thatched roof peeks out from behind the trees. Smoke gently rises from its chimney, indicating a welcoming hearth inside. Nearby, a wooden bench invites you to sit and savor the beauty of the season.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
The image is a picturesque, serene landscape, framed by a backdrop of rolling hills and a clear, pale blue sky. In the foreground, there is a winding path covered with a carpet of fallen leaves in shades of warm gold, crimson, and russet. The leaves are lightly dusted with a delicate layer of frost, which adds a touch of glistening charm to the scene.
On either side of the path, there are tall, slender trees with their branches mostly bare, save for a few lingering, fiery-colored leaves that cling to the twigs. These trees cast long, graceful shadows on the ground, enhancing the sense of depth and tranquility.
The late afternoon sun bathes the entire landscape in a soft, warm light, creating a cozy and inviting ambiance. The gentle breeze rustles the leaves, and the air is crisp and invigorating, carrying the scent of earth and nature.
In the distance, a quaint cottage with a thatched roof peeks out from behind the trees. Smoke gently rises from its chimney, indicating a welcoming hearth inside. Nearby, a wooden bench invites you to sit and savor the beauty of the season.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
The image is a picturesque, serene landscape, framed by a backdrop of rolling hills and a clear, pale blue sky. In the foreground, there is a winding path covered with a carpet of fallen leaves in shades of warm gold, crimson, and russet. The leaves are lightly dusted with a delicate layer of frost, which adds a touch of glistening charm to the scene.
On either side of the path, there are tall, slender trees with their branches mostly bare, save for a few lingering, fiery-colored leaves that cling to the twigs. These trees cast long, graceful shadows on the ground, enhancing the sense of depth and tranquility.
The late afternoon sun bathes the entire landscape in a soft, warm light, creating a cozy and inviting ambiance. The gentle breeze rustles the leaves, and the air is crisp and invigorating, carrying the scent of earth and nature.
In the distance, a quaint cottage with a thatched roof peeks out from behind the trees. Smoke gently rises from its chimney, indicating a welcoming hearth inside. Nearby, a wooden bench invites you to sit and savor the beauty of the season.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
The image is a picturesque, serene landscape, framed by a backdrop of rolling hills and a clear, pale blue sky. In the foreground, there is a winding path covered with a carpet of fallen leaves in shades of warm gold, crimson, and russet. The leaves are lightly dusted with a delicate layer of frost, which adds a touch of glistening charm to the scene.
On either side of the path, there are tall, slender trees with their branches mostly bare, save for a few lingering, fiery-colored leaves that cling to the twigs. These trees cast long, graceful shadows on the ground, enhancing the sense of depth and tranquility.
The late afternoon sun bathes the entire landscape in a soft, warm light, creating a cozy and inviting ambiance. The gentle breeze rustles the leaves, and the air is crisp and invigorating, carrying the scent of earth and nature.
In the distance, a quaint cottage with a thatched roof peeks out from behind the trees. Smoke gently rises from its chimney, indicating a welcoming hearth inside. Nearby, a wooden bench invites you to sit and savor the beauty of the season.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
The image is a picturesque, serene landscape, framed by a backdrop of rolling hills and a clear, pale blue sky. In the foreground, there is a winding path covered with a carpet of fallen leaves in shades of warm gold, crimson, and russet. The leaves are lightly dusted with a delicate layer of frost, which adds a touch of glistening charm to the scene.
On either side of the path, there are tall, slender trees with their branches mostly bare, save for a few lingering, fiery-colored leaves that cling to the twigs. These trees cast long, graceful shadows on the ground, enhancing the sense of depth and tranquility.
The late afternoon sun bathes the entire landscape in a soft, warm light, creating a cozy and inviting ambiance. The gentle breeze rustles the leaves, and the air is crisp and invigorating, carrying the scent of earth and nature.
In the distance, a quaint cottage with a thatched roof peeks out from behind the trees. Smoke gently rises from its chimney, indicating a welcoming hearth inside. Nearby, a wooden bench invites you to sit and savor the beauty of the season.
<lora:Childrens_book_illustration-000001:0.9> <lora:Johan_Potma_Art_Style_SDXL-000008:0.9> (childrens_book_illustration:0.9) (potma style:0.9)
Amidst the splendor of an early winter forest, a humanoid rabbit dressed in a stylish, warm overcoat and a vibrant scarf stands on a rustic wooden bridge that spans a tranquil, partially frozen stream. The bridge is adorned with garlands of golden leaves and red berries, a festive touch for the season.
The humanoid rabbit gazes down into the clear, icy water, which reflects the azure sky and the surrounding trees in a mirror-like fashion. Some leaves have settled on the frozen surface, creating a delicate, mosaic-like pattern.
In one paw, the rabbit holds a hot cup of cocoa, its steam mingling with the cool, crisp air. The other paw holds a small notebook filled with sketches and thoughts. The rabbit's expressive eyes radiate contentment and contemplation.
The forest around is a symphony of earthy colors. The trees are mostly bare, with a few stubborn leaves remaining in shades of burnt orange and deep red. The soft light of the setting sun casts long shadows through the trees, creating a warm and enchanting atmosphere.
A gentle breeze carries the scent of pine and decaying leaves, invoking a sense of nostalgia for the autumn that's fading into early winter.
This scene captures the peaceful and contemplative beauty of the autumn-early winter transition, where the humanoid rabbit enjoys a quiet moment of reflection, surrounded by nature's serene charm.
<lora:Childrens_book_illustration-000001:0.7> <lora:Johan_Potma_Art_Style_SDXL-000008:0.7> (childrens_book_illustration:0.7) (potma style:0.7)
fluffy snail monster in on the beach in the apocalypse,
masterpiece, dribbble
cellphone, holding, electric fan, reference inset, uniform, stadium, jewelry, thick eyebrows, beer
award winning photo, in the (dark:1.3), (deep shadow:1.3), creepy, scary, best quality, highres, ismail inceoglu, beautiful eyes, beautiful detailed face, 1girl, beautiful woman, (white hair), (short hair), bob cut, ((white leotard)), thighhighs, (large breasts), (narrow waist), wide hips, thick thighs, long legs, (detailed lips), (in a gothic castle), ((moonlight)), light particles, intricate details, window in the background, dynamic angle, slight smile, (night:1.4)
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