Krea-2-Turbo / README.md
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metadata
language:
  - en
base_model:
  - krea/Krea-2-Raw
pipeline_tag: text-to-image
library_name: diffusers
license: other
license_name: krea-2-community-license
license_link: https://huggingface.co/krea/Krea-2-Turbo/blob/main/LICENSE.pdf
widget:
  - text: >-
      A small, dark-colored cat is captured mid-stride, walking down the center
      of a narrow, abandoned street. The street is paved and appears cracked and
      worn. On either side of the street are tall, dilapidated buildings with
      visible brickwork and windows. A street lamp stands on the right side. The
      entire image is rendered in a monochromatic blue, with a distinct halftone
      dot pattern overlaying the scene, giving it a retro or printed appearance.
      The focus is soft, and the lighting is diffused, creating a hazy,
      atmospheric effect. The perspective is from ground level, looking down the
      length of the street, which narrows into the distance., halftone texture
    output:
      url: images/00.jpg
  - text: >-
      A detailed illustration depicts a dramatic confrontation between a
      mythical lion-like creature and a large bird, possibly a crane. The lion,
      on the left, is rendered in shades of brown with a prominent, flowing
      white mane and a small crown on its head. Its mouth is open in a roar,
      revealing sharp teeth and a pink tongue. On the right, the bird is in
      mid-flight, with its wings fully extended and its legs tucked back. The
      bird has white plumage with red accents on its head and tail. The
      background is a swirling mass of clouds and abstract rock formations,
      rendered in a palette of warm oranges, yellows, and pale blues, creating a
      sense of intense action and mythic scale. The artwork has a textured
      appearance, suggesting it was created with traditional painting
      techniques, with visible brushstrokes and a slightly aged look. The
      overall composition is dynamic, with the figures positioned to create a
      sense of impending clash., ukiyo-e style, Japanese woodblock print
    output:
      url: images/01.jpg
  - text: >-
      A digital painting depicts a black panther in profile, walking on a rocky
      outcrop in the foreground, facing left. The panther is the primary subject
      in the immediate foreground. Behind the panther, a vast field of vibrant
      orange flowers stretches out. A winding path of similar orange flowers
      cuts through the field. Two immense, pale white monolithic structures rise
      vertically on either side of the scene, creating a sense of scale and
      mystery. In the middle distance, on a small hill to the right, a tiny,
      solitary figure stands, appearing to look towards the monoliths. The
      background reveals a hazy, distant mountain range. The overall lighting is
      soft and diffused, with a warm color palette dominated by oranges and
      whites, and subtle sparkles of light scattered throughout the scene,
      enhancing its dreamlike quality. The image is rendered with a painterly
      texture., hazy atmosphere, vast landscapes, expansive mega structures,
      tiny humans and animals, vibrant and bright
    output:
      url: images/02.jpg
  - text: >-
      This is a digital illustration with a retro, pixelated aesthetic,
      depicting a young boy and a dog in an abstract indoor setting. The boy,
      with short brown hair and wearing a white t-shirt and dark shorts, is
      seated at a light-colored table. He is leaning over the table, looking
      down at papers or books. His face is rendered with a soft, somewhat blurry
      effect. To the right of the table, a tan, long-haired dog with large ears
      is lying on a red surface, possibly a rug or blanket. The dog's head is
      resting on the surface, and its eyes are closed, suggesting it is asleep.
      Its face is also rendered with a soft, somewhat distorted effect. The
      background features reddish-pink walls and a hint of a window or doorway
      on the left, with a hazy, abstract purple area. Scattered around the scene
      are various pixelated elements: a blue floppy disk icon, a yellow star
      icon, a green star icon, a blue thumbs-up icon, and a small black
      pixelated object near the boy's feet. The overall style is reminiscent of
      early computer graphics or video games, with a limited color palette and a
      focus on simple, blocky shapes. The composition is somewhat chaotic, with
      elements overlapping and a lack of clear spatial depth. The lighting is
      artificial and creates strong shadows, particularly on the table and the
      boy., low-poly 3D models
    output:
      url: images/03.jpg
  - text: >-
      A small dragon with outstretched wings and a long tail flies through a
      cloudy sky. Below the dragon, a vast, indistinct mass of figures, possibly
      an army, is visible. The main elements are set against a backdrop of
      swirling, ethereal clouds in shades of blue and white, with hints of
      purple and pink. The dragon is positioned in the upper right quadrant of
      the image, with the army occupying the lower left. The image has a
      dreamlike and atmospheric quality, rendered with a soft, painterly style.
      The composition is dynamic, with a sense of movement and scale. The medium
      appears to be digital art or a heavily stylized photograph, possibly with
      a stippling or pointillist effect. The camera angle is low, looking up
      towards the dragon and the sky. The lighting is soft and diffused,
      creating a hazy, ethereal glow. The color palette is dominated by blues
      and whites, with accents of purple, pink, and warm tones in the army.,
      soft focus, hazy mist
    output:
      url: images/04.jpg
  - text: >-
      A young woman with fair skin and blonde hair styled in curls sits on the
      floor of a vast, empty opera hall. She is dressed in a fluffy, light pink
      tutu and a white lace shawl draped over her shoulders. Her legs are
      extended forward, and her hands rest on her lap. The opera hall features
      rows of empty, plush red velvet seats arranged in a circular pattern
      around a central floor area. Ornate balconies with decorative railings
      line the upper levels, and large, elaborate chandeliers hang from the high
      ceiling, casting a soft glow. The image has a soft, romantic, and slightly
      ethereal aesthetic, with a sense of grandeur and emptiness. The
      composition is centered on the woman, with the vastness of the opera hall
      surrounding her. The medium appears to be a painting, rendered with
      visible brushstrokes and a soft focus. The camera angle is a medium shot,
      slightly elevated, looking down towards the woman. The color palette is
      dominated by pastels, especially pinks, whites, and creams, with touches
      of deep red from the seats and gold from the chandeliers and ceiling. The
      lighting is soft and diffused, creating gentle shadows and highlights.,
      impressionist painting, visible brushstrokes
    output:
      url: images/05.jpg
  - text: >-
      A black and white photograph captures a male rockstar performing on stage,
      illuminated by a bright spotlight. He is holding a microphone to his open
      mouth, with his head tilted back and his right arm raised in a dynamic
      pose. His figure is rendered in high contrast, with sharp highlights and
      deep shadows. The background depicts a concert setting with a drum set and
      various amplifiers and speakers. The stage is bathed in intense light,
      creating a hazy, abstract effect. Silhouettes of an audience are visible
      in the distance, some with their hands raised. The overall style is gritty
      and energetic, with a dramatic composition focusing on the performer.,
      thermal imaging style
    output:
      url: images/06.jpg
  - text: >-
      A black and white photograph captures a solitary man standing on a wooden
      dock, facing away from the viewer and looking out at the vast expanse of
      the sea. He is wearing a full-length coat and a flat-rimmed hat. The man
      is silhouetted against the bright sky and water. The dock occupies the
      lower portion of the frame, with the sea stretching to the horizon. The
      image is composed with a low camera angle, emphasizing the scale of the
      sea and the isolation of the figure. The lighting creates strong
      contrasts, with the man and dock appearing as dark silhouettes against the
      lighter background., black and white photography
    output:
      url: images/07.jpg
  - text: >-
      A collage-style illustration depicts a man dressed as a wizard, wearing a
      black suit, a red vest, a yellow shirt, a yellow tie, and a black pointed
      wizard hat. The wizard hat is positioned above his head, tilted to the
      right. He holds a wand in his left hand and looks upwards and to the
      right. To the left of the man, on a purple rectangular background, is a
      silhouette of a tall, ornate tower, likely a magical castle. To the right
      of the man, a small purple silhouette of a cat or dog sits on a branch,
      looking up at the wizard. The entire composition is set against a crumpled
      brown paper background. The style is whimsical and illustrative, with a
      focus on texture and a slightly surreal presentation., muted earth tones
    output:
      url: images/08.jpg
  - text: >-
      This is a still image from an anime, depicting a young man with messy,
      spiky brown hair and glasses seated at a desk. He is wearing a red shirt
      and a patterned tie. His gaze is directed forward, with a thoughtful
      expression. The desk is cluttered with various items, including a lamp
      with a yellow shade, books, and other small objects. Behind him, a large
      window with horizontal blinds looks out onto a lush green landscape under
      a bright sky. The sun is setting, casting a warm, golden light into the
      room and creating a slight lens flare effect. The overall style is
      characteristic of anime animation from the late 1980s or early 1990s, with
      hand-drawn character art and painted backgrounds. The lighting is
      dramatic, emphasizing the transition from day to night., hand-painted
      background
    output:
      url: images/09.jpg
  - text: >-
      A sweeping cinematic landscape of terraced rice paddies cascading down a
      misty mountainside at sunrise. Golden light floods across the flooded
      terraces, their water surfaces mirroring the warm sky. A lone farmer in a
      conical hat walks along a narrow earthen path between the fields, with
      layered ridgelines fading into soft morning haze in the distance. The
      composition is wide and panoramic, filling the entire frame edge to edge
      with no empty space, rendered in rich, saturated color with a painterly,
      atmospheric quality., lush panoramic landscape
    output:
      url: images/10.jpg
  - text: >-
      A young girl with short, dark hair, wearing a school uniform consisting of
      a white shirt, a dark vest, and a red bow tie, stands in the foreground,
      looking upwards and to her left. Her expression is one of quiet
      contemplation as she gazes at the sky. The sky is a deep, clear blue,
      filled with immense, towering cumulus clouds that dominate the upper
      portion of the frame. These clouds are rendered with a soft, painterly
      texture, giving them a voluminous and almost tangible appearance. In the
      upper left quadrant of the image, a small, dark silhouette of an airplane
      is visible, flying from left to right against the expanse of the blue sky.
      Below the clouds and behind the girl, the dark, shadowy outlines of
      hillsides or mountains create a stark contrast with the bright sky. The
      overall scene is an anime illustration characterized by its detailed
      background art, evoking a sense of vastness and tranquility. The camera
      angle is slightly low, looking up at the girl and the sky, enhancing the
      feeling of openness., deep blue sky
    output:
      url: images/11.jpg
  - text: >-
      An aerial, high-angle shot looks directly down at a woman floating on her
      back in deep blue water. Her arms are extended outwards, and her head is
      tilted back with her eyes closed. Sunlight reflects intensely off the
      water's surface, creating a sparkling effect around her. The composition
      is centered on the woman, emphasizing her isolation and connection with
      the water. The lighting is natural, with the sun creating strong
      highlights and reflections. The color palette is dominated by blues, with
      the bright sunlight providing contrast., vibrant blue water
    output:
      url: images/12.jpg
  - text: >-
      An anime illustration depicts a young boy and girl walking through a lush
      forest. The boy, on the left, wears a white short-sleeved shirt, a dark
      tie, and a blue cap. He has short brown hair and looks to his right with a
      curious expression. The girl, on the right, wears a white dress with a
      blue collar and cuffs, and her brown hair is tied back. She carries a
      woven basket over her right shoulder and also looks to her right with an
      inquisitive gaze. The forest background is filled with green foliage and
      trees, with sunlight filtering through the leaves. Large rocks are
      scattered in the foreground, with a small brown bird perched on a rock to
      the left. To the right, a small brown monkey is visible climbing a tree.
      Red and yellow flowers add pops of color to the scene. The overall style
      is characteristic of traditional hand-drawn animation, with soft lighting
      and a natural color palette., whimsical woodland creatures
    output:
      url: images/13.jpg
  - text: >-
      A painting depicts a solitary man in a hat and coat standing on a wet
      sandy beach, facing away from the viewer and towards the sea. To the left,
      a small, old lighthouse is situated on a rocky outcrop, with a faint light
      emanating from its top. The sea is calm with gentle waves rolling onto the
      shore, reflecting the muted light. In the distance, on the left side of
      the horizon, a cluster of small, warm lights suggests a settlement or
      port. The sky above is dark and filled with heavy clouds, creating a sense
      of twilight or early dawn. The overall atmosphere is one of quiet
      contemplation and solitude, with a color palette dominated by deep teals,
      greens, and grays, punctuated by the small points of orange light.,
      painterly texture
    output:
      url: images/14.jpg
  - text: >-
      This is a watercolor illustration featuring a collection of nine
      whimsical, cartoonish characters arranged on a plain white background. The
      characters are diverse in form and color, rendered with loose, expressive
      ink lines and watercolor washes. Prominently featured is a tall,
      anthropomorphic figure with a large white beard, wearing a tall, pointed
      hat with orange and red stripes, and a small green frog perched on top. To
      its left is a smaller, brown, plump character with a simple smile. Below
      the tall figure is a stout, rounded character with a blue hat and a purple
      robe. Other figures include a small, brown creature with a surprised
      expression, a yellow, star-like character, and several smaller, abstractly
      shaped figures in various colors like orange, blue, and brown. Some
      characters have long, flowing tails or limbs. The overall impression is a
      playful and imaginative group of fantastical beings.
    output:
      url: images/15.jpg
  - text: immense rocket launch exhaust as seen from extremely close up
    output:
      url: images/16.jpg
  - text: >-
      3D rendered matte black designer toy figure, stylized round
      anthropomorphic shape, backward black baseball cap, oversized gold-rimmed
      aviator sunglasses, white traditional line-art tattoos of tiger and bird
      on torso, black studded belt with gold buckle, smooth vinyl texture,
      studio lighting, solid vibrant blue background, high contrast minimal
      composition
    output:
      url: images/17.jpg
  - text: >-
      vintage analog collage, central irregularly shaped snowy mountain range
      with a section featuring distinct wavy edges, structured within a 12x16
      grid of square tiles, composition fragments the subject by alternating
      tiles with solid azure blue background squares, thin white grid lines,
      grainy paper texture, retro aesthetic of mid-century print, vibrant cyan
      and warm neutral tones, experimental layout, tactile quality,
      high-contrast graphic composition
    output:
      url: images/18.jpg
  - text: >-
      close-up anime portrait of a young woman, large amber-brown eyes with
      intricate sparkling reflections, index finger delicately touching a subtle
      smile, messy dark blue hair with loose strands crossing her face, white
      and navy school uniform, bright high-key lighting, luminous shadows with
      cool blue undertones, detailed digital painting, dynamic tilted framing,
      shallow depth of field on hand
    output:
      url: images/19.jpg
  - text: >-
      A minimalist flat-color illustration of a person wading through expansive
      shallow ocean waves beneath a pale peach sky. The dark-skinned figure,
      wearing an orange swim cap, light blue top, and bright green shorts, steps
      carefully through knee-deep water. The ocean is rendered in muted mint
      green with delicate, thin black linework detailing the continuous ripples
      and gentle whitecaps. Soft pinkish-peach reflections echo the sky on the
      water's surface. A dark, jagged rock rests in the lower left foreground
      near a pale grey shoreline. The horizon features a solid purplish-blue
      landmass and a stylized, layered yellow and blue cloud. The high-angle
      wide perspective emphasizes the vast negative space of the water,
      utilizing a clean ligne claire drawing aesthetic with a subtle paper
      texture.
    output:
      url: images/20.jpg
  - text: >-
      A tiny figure and a small white dog sit side-by-side in the deep green
      shadow of a massive tree on a sloping grassy hill. The enormous tree
      canopy dominates the upper composition, textured with thousands of
      stippled, light blue and yellow dabs representing leaves. A sharp diagonal
      line divides the vibrant, sunlit yellow-green grass in the foreground from
      the dark shade sheltering the pair. The stylized, painterly landscape
      features flattened perspective, visible brushstrokes, and intense color
      contrast.
    output:
      url: images/21.jpg
  - text: >-
      A close-up portrait of a young East Asian woman with straight black hair,
      loose strands sweeping across her fair skin, and an intense gaze. She
      wears a light grey collared shirt with a black tie. A vibrant bouquet of
      pink and orange lilies with lush green leaves sits in the blurred right
      foreground. The background is a solid, striking crimson red. Soft,
      directional studio lighting highlights her facial features, creating a
      high-contrast composition with a shallow depth of field.
    output:
      url: images/22.jpg
  - text: >-
      A tiny, russet-brown harvest mouse clings to a slender diagonal branch
      amid vibrant green lobed leaves and small round buds. The mouse has soft
      textured fur, glossy black eyes, a pink nose, fine whiskers, and delicate
      pink paws firmly gripping the wood. In this macro photograph, an extremely
      shallow depth of field sharply focuses on the animal's face. The deep
      green background dissolves into a smooth, creamy bokeh, illuminated by
      soft, diffused natural lighting that highlights the intricate details of
      the fur and foliage.
    output:
      url: images/23.jpg
  - text: >-
      A dynamic digital painting of a joyful girl in a sailor uniform stretching
      her arms high against a solid vibrant blue background. She has short dark
      windblown hair, amber eyes, and a bright smile. She wears a white shirt,
      striped blue collar, flowing red neckerchief, and a billowing blue pleated
      skirt. Expressive thick brushstrokes and bold shading emphasize energetic
      motion.
    output:
      url: images/24.jpg
  - text: >-
      stylized digital painting of a dark convertible on a winding coastal cliff
      road, high-angle perspective, blocky painterly brushstrokes, golden hour
      sunlight hitting rocky orange terrain and green vegetation, flock of white
      abstract birds flying in foreground, blinding bright sun reflection on
      vast ocean, vibrant warm color palette, sharp graphic shadows
    output:
      url: images/25.jpg
  - text: >-
      An extreme low-angle close-up captures a colossal, weathered stone and
      bronze guardian towering in a dark, cavernous ruin. The foreground is
      dominated by a massive circular shield, deeply engraved with intricate
      spiral motifs, geometric borders, and a central star emblem. To the right,
      a massive gauntlet grips a textured staff. Cinematic shafts of light
      pierce the dusty gloom, highlighting the rough, aged textures of the
      ancient armor while the background fades into deep shadows through a
      shallow depth of field.
    output:
      url: images/26.jpg
  - text: >-
      A stylized jungle illustration densely packed with oversized flora and
      surreal characters, rendered with smooth geometric shapes and granular
      stippled shading. Two pale figures with flowing, star-speckled black hair
      navigate the lush environment in blue garments. On the left, a figure
      grasps a vine as a white, long-beaked bird perches on their outstretched
      hand. On the right, the second figure reclines beside a sleek,
      pinkish-orange fox. The dense surroundings feature sweeping green stalks
      and colossal blooms in brilliant golden yellow, coral pink, and deep red.
      A second white bird emerges from the lower foliage. The vibrant
      composition forms a seamless tapestry, utilizing rich colors and
      volumetric grain to create a dreamlike, textured depth.
    output:
      url: images/27.jpg
  - text: >-
      A surreal retro-futuristic space scene features liquid chrome forming an
      abstract face merging with a glowing planetary horizon. The foreground is
      dominated by swirling, highly reflective metallic fluid that distorts into
      a stylized, melting facial profile with deep shadows and bright silver
      highlights. This undulating chrome form rests against the curved,
      atmospheric edge of a massive planet bathed in a soft electric blue and
      purple glow. Above the primary planet, a smaller eclipsed celestial sphere
      sits in the upper center, crowned by a sharp, cross-shaped starburst
      flare. Two additional radiant flares burst from the left and right edges
      of the horizon. Set against a deep black starfield, the artwork employs a
      vintage 1980s airbrush aesthetic with smooth gradients, ethereal lighting,
      and high-contrast metallic rendering.
    output:
      url: images/28.jpg
  - text: >-
      An extreme close-up portrait featuring pale, freckled skin and a single
      blue eye wrapped in reflective metallic gold ribbons. Thin gold strips
      crisscross diagonally over the cheek and forehead, casting sharp, hard
      shadows onto the face. Strands of copper hair frame the top edge while the
      left ear softly blurs out of focus. Harsh, direct lighting highlights
      intricate skin pores and bright golden reflections, isolating the brightly
      lit features against a pitch-black background in a bold, high-contrast
      macro editorial style.
    output:
      url: images/29.jpg
  - text: >-
      Stylized digital painting of a menacing jester figure rendered with bold,
      expressive brushstrokes and a vibrant, almost psychedelic color palette
      against a pitch-black background. Dynamic low-angle perspective forces a
      dramatic, imposing composition as the character leans forward, one leg
      raised high. The jester wears a classic multi-pointed hat with bells, a
      ruffled collar, puffed sleeves, harlequin-patterned shorts in muted gold
      and dark brown, and striped tights in alternating shades of purple, blue,
      and chartreuse. A heavily textured, flowing cape billows outward to the
      left, decorated with abstract, fluid patterns of saturated purples,
      greens, and iridescent hues resembling oil slicks or marbled paper. The
      figure's face is completely obscured, appearing as a smooth, faceless,
      pale mauve mask with a single, glowing bright white point of light in the
      center. In its right hand, clad in a grey-blue gauntlet, the jester grips
      a massive, ornate sword with a wide, glowing, ethereal white blade, its
      crossguard intricately sculpted. Lighting is dramatic and theatrical,
      casting strong shadows and highlighting the painterly texture, giving the
      artwork a dark fantasy, surreal aesthetic reminiscent of concept art.
    output:
      url: images/30.jpg
  - text: >-
      high-fashion editorial portrait of a young East Asian woman, short choppy
      platinum blonde bob with heavy bangs, looking over her bare shoulder to
      the right, lips playfully pursed, wearing a structured black top with an
      architectural protruding bust detail and thin straps, delicate gold hoop
      earrings, arm bent with hand resting on hip, warm skin tones, solid
      striking crimson red background, soft directional studio lighting,
      cinematic color palette, medium close-up shot
    output:
      url: images/31.jpg
  - text: >-
      A surreal black-and-white ink illustration of three interlocking, heavily
      wrinkled elderly faces merging into a landscape. The top face covers one
      eye, crowned by dense leaves, a live bird, and a skeletal bird. It flows
      into a profile face and a third face featuring a solid black eye and a
      hand on its cheek. The bottom neck plunges into a cross-section of earth,
      morphing into swirling subterranean roots, buried bones, and abstract
      organic forms. Above ground, weathered wooden cabins and tall grass flank
      the facial monolith. Meticulous stippling and cross-hatching define the
      high-contrast, intricate vertical composition.
    output:
      url: images/32.jpg
  - text: >-
      1990s vintage anime style cel animation, densely packed crowd of teenagers
      in summer uniforms, central boy with short black hair raising a clenched
      right fist, squinting one eye with a determined expression, wearing a
      white short-sleeve shirt and solid green necktie, surrounding students
      looking in various directions, girls in white sailor blouses with green
      striped collars and neckerchiefs, light blue skirts and trousers, tightly
      framed medium shot, flat shading, soft muted retro.
    output:
      url: images/33.jpg
  - text: >-
      young woman looking over her right shoulder, anime-style illustration,
      messy black hair blowing dynamically in the wind, striking green eyes,
      subtle neutral expression, oversized white button-down collared shirt with
      soft blue shadows, vibrant deep blue sky background, bright fluffy white
      cumulus clouds, silhouetted utility poles with power lines, low angle
      portrait, cinematic sunlight, crisp cel-shaded aesthetic
    output:
      url: images/34.jpg
  - text: >-
      extreme close-up of a woman's face partially obscured by tousled dark
      brown hair, soft parted lips, smooth skin on lower cheek and jawline,
      stray hair strands falling loosely across the nose, deep moody shadows
      enveloping the left frame, cinematic warm lighting, delicate highlights on
      the mouth, muted earthy color palette, sepia-toned warmth, intimate
      portrait photography, macro lens, shallow depth of field, distinct film
      grain texture, vintage atmospheric aesthetic
    output:
      url: images/35.jpg

Krea 2 Text-to-Image Model

Krea 2 sample outputs

Inference with diffusers

Install diffusers from source (for Krea2Pipeline):

pip install git+https://github.com/huggingface/diffusers.git
import torch
from diffusers import Krea2Pipeline

pipe = Krea2Pipeline.from_pretrained("krea/Krea-2-Turbo", torch_dtype=torch.bfloat16).to("cuda")
image = pipe("a fox in the snow", num_inference_steps=8, guidance_scale=3.5).images[0]
image.save("krea2.png")

Model Overview

  • Model Name: Krea 2
  • Version: v1.0
  • Release Date: June 22, 2026
  • Model Type: Text-to-image diffusion model
  • Architecture: Diffusion Transformer with 12 billion parameters
  • License: Krea 2 Community License
  • Release Format: Open-weight release and Krea-hosted product integrations
  • Model Developer: Krea.ai, Inc.

Model Family and Release Checkpoints

This model card covers the Krea 2 model family, including the following release checkpoints:

  • Krea 2 Raw: Base release checkpoint, prior to additional post-training and fine-tuning.
  • Krea 2 Turbo: Post-trained release checkpoint with additional fine-tuning and distillation.

Capabilities and Intended use

Krea 2 is a text-to-image diffusion model that generates images from natural-language text descriptions. The model is designed to support creative, commercial, developer, and research use cases, including image generation, concepting, design exploration, visual production workflows, and integration into applications and creative tools.

Out-of-Scope Uses

This model is not intended or designed for uses that violate applicable law or regulations, infringe or misappropriate third-party rights, generate or facilitate unlawful or harmful content (including CSAM, NCII, harassment or defamation), or support fully automated decision-making that adversely affects legal rights of individuals. This summary is non-exhaustive. Use of Krea 2 is subject to the Krea 2 Community License Agreement and must comply with the Acceptable Use Policy. In the event of any conflict, the Krea Acceptable Use Policy and Krea 2 Community License control.

Training Data

This model was developed using a combination of publicly available data, data licensed from third-party providers, and synthetic data generated through proprietary methods. The training data includes images and their associated captions or text descriptions.

Prior to training, data was filtered to remove certain categories of harmful content and reduce low-quality, duplicative, or irrelevant data. Krea also used curated and synthetic training data selected to improve prompt following, visual quality, and alignment with intended use cases.

Safety Measures

We implemented safety measures across the full model development lifecycle. We applied targeted fine-tuning techniques to reduce the model's susceptibility to generating harmful content in response to both direct and adversarial prompts, and we conducted multiple rounds of internal and external safety evaluation before release.

For Krea's hosted products incorporating Krea 2, we deploy input and output classifiers using a combination of proprietary and third-party detection tools to flag or block policy-violating prompts and generated images.

Because this is also an open-weights release, Krea does not control downstream deployment of the model. Under the Krea 2 Community License, deployers are required to implement content filtering measures or equivalent review processes to prevent the generation or distribution of unlawful or policy-violating content appropriate to their use case. Deployers who fail to implement required safeguards are in breach of the license. See the license for details.

We conducted multiple rounds of internal and external safety evaluations before release, including adversarial testing designed to assess the model's resilience to attempts to elicit harmful or policy-violating outputs. Testing covered sexually explicit content, non-consensual intimate imagery, child-safety risks, and other high-risk content categories. Based on these evaluations, the release checkpoints demonstrated high resilience against violative inputs across the tested risk categories.

Krea maintains reporting channels for harmful, illegal, or policy-violating outputs at safety@krea.ai. Reports involving potential CSAM are escalated to NCMEC as required by law. Krea reserves the right to update model weights or revoke access in response to identified misuse patterns.

Risks and Limitations

Krea 2 is a new technology and there are risks associated with its use. Testing conducted to date has not covered, nor could it cover, all possible scenarios. The model's potential outputs cannot be predicted in advance and may, in some instances, produce inaccurate, objectionable, or otherwise undesirable outputs.

This model is not intended to provide factual information. The model may fail to generate output that matches the prompt, and prompt following may be influenced by prompt style, specificity, language, and phrasing.

Before deploying any application using this model, developers should perform safety testing and tuning tailored to their specific application and must implement safeguards required by the Krea 2 Community License.

License and Outputs

Krea does not claim copyright or other intellectual property rights over content generated by users of this model. Users are solely responsible for their outputs and any subsequent use of those outputs. As with other generative tools, the nature of a user's inputs influences the outputs produced, and prompts may produce images that implicate third-party rights. Users are solely responsible for assessing and addressing those risks. See the Krea 2 Community License for more information.

Reporting

To report harmful, illegal, or policy-violating outputs generated by this model:

Reports involving potential CSAM will be escalated to the National Center for Missing & Exploited Children (NCMEC) as required by law.

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