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Golden Retriever dog running joyfully on a sandy beach.
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Siamese Cat sleeping on a velvet sofa cushion.
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Majestic Lion roaring in the tall grass of the savanna.
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Bald Eagle soaring through a cloudy sky, wings spread wide.
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Grizzly Bear catching a salmon in a rushing river.
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White Rabbit sitting in a field of clover and wildflowers.
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Thoroughbred Horse galloping across a dusty plain at sunset.
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Emperor Penguin standing on an iceberg in Antarctica.
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Great White Shark swimming in deep blue ocean water.
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Tree Frog with bright green skin resting on a wet tropical leaf.
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Monarch Butterfly perched on a purple flower, macro lens.
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Spotted Hyena laughing in the dark savanna, illuminated by moonlight.
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Cow (Holstein) grazing in a green pasture with a red barn in the distance.
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Owl perched on a branch at night, glowing yellow eyes.
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Elephant spraying water with its trunk at a watering hole.
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Flamingo standing on one leg in a shallow lagoon.
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Jumping Spider close-up macro, showing eye details.
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Chameleon blending into a tree branch, changing colors.
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Sea Turtle gliding over a colorful coral reef.
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Fantasy Dragon perched on a hoard of gold.
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Hidden among the clownfish, a mimic octopus changes its texture to match the coral reef, blending perfectly into the background.
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Caught in a high-speed shutter, a hummingbird hovers at a hibiscus flower, wings blurred into a semi-transparent haze.
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Emerging from the mist of a rainforest, a black panther prowls along a mossy branch, yellow eyes fixed on the camera.
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Illuminated by bioluminescence, a deep-sea anglerfish displays its glowing lure in the pitch-black abyss of the ocean.
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Tiny water droplets rest on the hairy back of a jumping spider, captured in extreme macro detail showing every individual eye.
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Migrating across the Serengeti, a massive herd of wildebeest kicks up a cloud of dust, the sun setting red behind them.
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Hanging upside down in a cave, a colony of bats wraps themselves in their leathery wings, sleeping during the day.
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Gliding effortlessly, a manta ray passes over a shipwreck, its massive wingspan casting a shadow on the rusted deck.
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Camouflaged against the snow, an arctic fox listens for prey beneath the ice, ears perked and head tilted.
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Swarming around a hive, thousands of honeybees work in unison, the hexagonal honeycomb structure visible in sharp focus.
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Basking on a sun-drenched rock, a marine iguana sneezes salt spray into the air, with the Galapagos coastline behind it.
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Peeking out of a pouch, a baby kangaroo looks curiously at the world while its mother grazes on grass.
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Frozen in a block of amber, a prehistoric mosquito is preserved perfectly, backlighting revealing the details of its wings.
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Darting through the underbrush, a colorful poison dart frog displays its warning colors of bright blue and black spots.
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Towering over the acacia trees, a giraffe extends its long black tongue to strip leaves from a thorny branch.
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Resting on a lily pad, a dragonfly with iridescent wings gleams in the afternoon sun, water ripples spreading outward.
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Hunting in a pack, wolves coordinate their movement through a snowy forest, breath visible in the freezing air.
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Curled into a tight ball, a pangolin uses its armor-plated scales for protection, resting on the forest floor.
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Soaring on a thermal current, a condor glides over the Andes mountains, wings locked in place for efficiency.
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Scuttling sideways, a hermit crab drags a colorful painted shell across the wet sand of a tropical beach.
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Bernese Mountain Dog lying on grass, tongue out, sunny day.
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Tabby cat sleeping on windowsill, sunbeam on fur.
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Wild lioness crouching in savanna, intense gaze, dry grass.
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Polar bear walking on ice floe, arctic sky background.
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Blue morpho butterfly on tropical flower, shallow depth of field.
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Red fox peeking from bushes, twilight lighting.
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Vulture perched on a dead branch, silhouette against a harsh sun.
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Octopus changing color on coral reef, underwater shot.
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Gray wolf howling at moon, snowy forest backdrop.
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Hummingbird hovering near pink hibiscus, motion blur wings.
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Gorilla chest-beating, jungle canopy above.
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Sea turtle swimming near coral, shafts of sunlight.
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Spiderweb glistening with dew, macro shot, morning light.
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Squirrel holding acorn, tree branch, autumn leaves.
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Parrot perched on shoulder, vibrant feathers, tropical background.
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Elephant herd crossing river, splashing water, golden hour.
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Barn Owl flying towards camera, night vision style, wings spread.
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Chameleon on branch, changing skin texture, jungle.
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Jellyfish glowing in deep ocean, bioluminescent.
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Deer drinking from stream, misty morning forest.
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Wildlife photo, telephoto close-up of a lioness stalking prey, golden hour backlight, shallow DoF blurring savanna, tense predatory focus.
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Digital matte painting, wide landscape shot of mountain range under aurora borealis, cool blue tones, ethereal glow, fantasy realism blend.
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Macro photograph, extreme close-up of a spiderweb glistening with dew, backlit by sunrise, crystal-clear detail, delicate natural geometry.
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Watercolor illustration, bird's-eye view of a forest canopy, soft washes, misty atmosphere, tranquil ecological harmony.
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3D render (Blender), underwater wide shot of coral reef teeming with fish, ray-traced caustics, bioluminescent accents, immersive aquatic world.
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Ink wash painting, vertical scroll composition of a crane flying over lake, monochrome tones, minimalist negative space, Zen-inspired calm.
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Drone footage still, top-down aerial view of elephant herd crossing river, midday sun glare, ripples radiating outward, majestic scale captured.
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Pastel drawing, close-up of a fox's face peeking through autumn leaves, soft blending, warm amber tones, playful curiosity implied.
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Low-poly 3D model, isometric view of a jungle treehouse surrounded by vines, geometric shapes, flat shading, stylized adventure aesthetic.
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Film noir photo, nighttime shot of an owl perched on branch, moonlight only, deep shadows, mysterious nocturnal ambiance.
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Gouache painting, medium shot of a bear fishing in stream, textured brushwork, reflections in water, wilderness action moment.
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Cyanotype print (blueprint style), botanical composition of ferns and butterfly wings, prussian blue and white, artistic nature study.
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Vintage National Geographic photo, full-frame shot of gorilla family in misty jungle, grainy film texture, naturalist documentary feel.
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Vector illustration, flat design of a butterfly on flower, clean lines, no gradients, educational diagram style.
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Cinematic still, Dutch tilt of a whale breaching near shore, spray catching rainbow hues, slow-motion effect implied, awe-inspiring power.
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Charcoal sketch, close-up of a chameleon changing color, heavy contrast, textured paper grain, biological wonder emphasized.
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HDR photo, panoramic wide shot of desert dunes at dawn, sharp silhouettes, graduated sky tones, vast isolation conveyed.
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Digital painting, low-angle shot of a wolf howling at moon, dramatic rim lighting, storm clouds swirling, primal emotion expressed.
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Pixel art (8-bit), side-view of a squirrel running across branch, limited palette, simple sprite animation feel, retro platformer vibe.
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Thermal imaging render, top-down heat map of deer herd moving through snow, false-color gradient, scientific observation mode.
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Modern Kitchen with marble island, stainless steel appliances, and fruit bowl.
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Gothic Cathedral interior with stained glass windows and stone pillars.
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Cyberpunk Street at night with neon signs, rain, and puddles.
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Rustic Log Cabin exterior nestled in a snowy forest.
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Minimalist Bedroom with white linens, a potted plant, and sunlight.
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New York Skyscraper looking up from street level, glass reflecting clouds.
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Japanese Zen Garden with raked sand, stones, and bonsai trees.
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Abandoned Warehouse with graffiti, broken windows, and dust motes.
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Luxury Bathroom with a freestanding bathtub and gold fixtures.
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Suburban House with a white picket fence and manicured lawn.
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Sci-Fi Space Station corridor with white panels and LED strip lights.
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Old Library with floor-to-ceiling wooden bookshelves and a rolling ladder.
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Mediterranean Villa with terra cotta roof tiles and ocean view.
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Busy Coffee Shop interior with wooden tables and an espresso machine.
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Ancient Roman Ruins with crumbling stone columns.
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Corporate Office meeting room with a glass table and city view.
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Wooden Bridge crossing a small stream in a dense forest.
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Supermarket Aisle fully stocked with colorful products.
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Medieval Dungeon with stone walls and torchlight.
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Greenhouse filled with exotic plants and glass ceiling.
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End of preview. Expand
in Data Studio
This dataset is a highly diverse set of high quality images generated with FLUX.2 [klein] 9B Base.
NOTE: The Base is not intended for image generation, so do not use these images to judge the quality of the model. Base is intended for training, as are the samples in this dataset as they can be used for regularization.
Possible uses
- Regularization images for training models based on FLUX.2 [klein] 9B Base
- Quality testing
Data source
This dataset is derived from stablellama/FLUX.2-klein-base-9B_samples and was manually filtered to contain only images that have at least good quality, like correct anatomy.
The images were created in ComfyUI with the fp8 version of FLUX.2 [klein] 9B Base. For each prompt were four images generated, but only the highest quality image is included here.
- fp8 - published full model weights
- 1024x1024 pixels - native resolution for 1:1 aspect ratio images
- batch size = 4 - the best image from that batch was selected
- fixed seed (seed = 1)
- 50 steps (as used by Black Forest Labs at their Huggingface demo code)
- CGF = 5.0 (as used by the Comfy UI sample workflow)
- sampler: Euler
- scheduler: simple
Data content
The data attempts to cover a very wide range of concepts. They are categorized into:
- animals & creatures (Biological Diversity) (80 images)
- architecture (60 images)
- composition (40 images)
- DiffusionDB orig - based on DiffusionDB prompts but refined by a LLM, the same prompts as used in the Qwen-Image-2512_samples (69 images)
- DiffusionDB (99 images)
- dynamic poses (80 images)
- hands (80 images)
- humans (80 images)
- landscape (20 images)
- logos, English (79 images)
- objects (100 images)
- styles (80 images)
- English text (96 images)
As FLUX.2 [klein] 9B Base is an editing model there is also data with a reference image and the result of the editing:
- editing (39 images)
In total are 963 different prompts and images and 39 editing prompts and images. This gives a dataset total of 1002 images.
The images are stored in lossless compressed JPEG XL format.
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