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Aesthetic-4K

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A crowd gathers at a cross-country event, with spectators cheering as a runner approaches the finish line under a large branding banner displaying "NXR" and the Nike logo, while tents and trees line the background.
A lion lounges calmly, displaying its powerful physique, with a soft focus highlighting its majestic mane and intense gaze.
A secluded beach features soft, golden sand bordered by lush greenery and rugged rocks, with gentle waves lapping against the shore in translucent blue waters.
A group of people dressed in bright clothing walks along a pathway beside a clear, reflective pond, surrounded by sparse trees and a backdrop of dark, dense forest.
A glowing jellyfish with a translucent dome and flowing orange tentacles floats gracefully in dark, murky water, surrounded by tiny bubbles.
Majestic mountains rise dramatically against a starry night sky, partially shrouded in thick clouds, with a small, rustic building visible at the base.
A tabby cat lounges comfortably on a chair, gazing directly at the camera with its striking golden eyes, surrounded by a blurred outdoor backdrop.
A sesame seed-topped burger sits on a dark slate surface, showcasing a juicy patty and vibrant toppings beneath the bun.
A young fawn with a light brown coat and white spots lies curled up on the ground, surrounded by straw and dirt.
A vibrant sunset casts shades of pink and orange across the sky, silhouetting tall palm trees against the backdrop of an elevated roadway.
An elderly woman with deeply lined skin and a thoughtful expression, wearing a white headscarf and a light-colored garment, gazes intently.
A solitary tree stands on a grassy hill, surrounded by darker foliage under a dramatic black sky.
A young woman with curly hair poses against a mint green wall, wearing a pink cropped tank top and beige wide-leg pants, raising her arms playfully while making a pouty face.
A landscape features several white trees with delicate foliage against a dark sky, complemented by fluffy white clouds.
A diver swims amidst vibrant coral formations and schools of fish, illuminated by beams of sunlight filtering through the water's surface.
A brightly illuminated tower with a twisting design glows in vibrant colors, reflecting in the water below, surrounded by a city skyline and boats navigating the river at night.
A weathered stone facade features a prominent, arched wooden door with intricate carvings, flanked by large, divided windows with blue shutters, and a decorative crest above the door displaying the number 209.
A narrow street lined with modern buildings, featuring a cyclist riding past, two police officers standing on the sidewalk, and various shops with signs in Japanese, all illuminated by afternoon sunlight.
A slice of toast topped with orange marmalade rests on a wooden plate, accompanied by a jar of marmalade and a silver knife on a teal checkered cloth.
A cyclist in a gray sweatshirt and shorts rides past a row of brick buildings, with several parked bicycles nearby.
Colorful kayaks in shades of blue, green, pink, yellow, and orange are propped against a wooden wall, showcasing their vibrant designs and attached straps. A door and sign indicate a nearby rental or store.
Golden sunlight casts dramatic shadows on rugged mountain peaks, while a vibrant valley below is lush with greenery and winding paths, framed by scattered snow and rocky terrain.
A small wooden hut floats on tranquil water, surrounded by lush greenery and distant hills, with smoke rising from a nearby site.
A person holds a delicious, multi-layered chocolate cake topped with Oreos, drizzled in chocolate, and featuring a creamy layer with cookie bits.
A brown and white husky with striking blue eyes gazes into the darkness, displaying a calm and attentive expression.
A tabby cat walks confidently along a cobblestone path, its bright green eyes focused and its tail raised.
A large, bright full moon rises behind a silhouette of dark evergreen trees, set against a gradient sky of deep blue and hints of yellow.
Serene lakeside scene at night with several illuminated houses reflecting on the calm water, under a starry sky.
A young monkey sits on a stone path covered with fallen leaves and petals, gazing thoughtfully to the side in a sunlit forest setting.
A close-up of a brown dog wearing oversized pink glasses, with a hand gently touching its chin in a cozy indoor setting.
A white mini-bus parked on a grassy hill, surrounded by rolling green hills under a cloudy sky.
A young woman with curly hair stands amidst greenery, gently holding a fern leaf close to her face, wearing a vibrant turquoise shirt adorned with floral patterns.
A sleeping baby lies on a white bed, wearing a patterned onesie, with a colorful pillow resting nearby.
A gray squirrel stands on the forest floor, surrounded by fallen leaves and twigs, with a tree to its left and dark green foliage in the background.
A lynx sits in the snow, licking its paw, surrounded by a blurred winter landscape.
A close-up of a baby's feet resting in an adult hand, with dark nails contrasting against soft skin, surrounded by a fuzzy gray surface.
Swirling patterns of red and yellow light against a dark background create an abstract, dynamic composition with a sense of movement and energy.
Snow-covered mountains under a twilight sky, with illuminated valleys and a small ski resort featuring chairlifts and a brightly lit lodge.
The Brooklyn Bridge spans a calm river, with a skyline of illuminated skyscrapers, including a prominent tall structure, against a deep blue twilight sky. Reflections of the city lights shimmer on the water's surface.
A hummingbird with iridescent green plumage perches on a branch, wings partially spread, set against a blurred green background.
A starry night sky with streaks of light above a majestic, snow-covered mountain range, showcasing rugged peaks and valleys illuminated by a bright blue backdrop.
A person is diving off a rugged rock formation into the ocean, with the sun illuminating the pale cliffs and a clear blue sky in the background.
A female tennis player in a white athletic dress performs a forehand swing, with a focused expression, as a tennis ball approaches. The background features a banner labeled "Acura Classic."
A close-up of a sleeping orange cat with closed eyes and prominent whiskers, resting on a light-colored surface.
Majestic, sharp-edged mountain peaks rise dramatically against a soft twilight sky, partially shrouded in wispy clouds, revealing rugged rock faces with varying shades of gray and hints of warm light.
Dramatic sunset over rocky mesas in a vast desert landscape, with vibrant orange and blue hues in the sky and long shadows cast by the structures.
A husky lies relaxed on a wooden deck, with blue chairs in the background and a metal milk can nearby, surrounded by nature.
A close-up of a dragonfly's face, featuring large, compound eyes, fine hairs, and delicately veined wings, set against a warm, textured background.
Two penguins stand on a rocky surface, facing different directions, against a pastel-colored sunset with a bright, rising moon in the background.
A wooden ukulele stands next to a clear vase filled with dried flowers, placed on a red fabric surface against a textured wall.
Vibrant red maple leaves gracefully branch out against a pale blue background, showcasing their intricate shapes and textures.
A group of horses grazes in a lush, green meadow with mountains in the background; a brown horse stands prominently in the foreground, while others are scattered around, some eating grass.
A large, painted rock adorned with a scenic landscape featuring mountains, pine trees, and a river sits in a shallow stream, surrounded by smaller stones and a backdrop of rugged hills under a clear sky.
Aerial view of a coastline featuring rocky textures meeting a clear turquoise sea, with a sandy beach area in the upper right corner.
A young woman with long, wavy hair sits casually on a concrete bench, wearing a gray tank top, black jeans, and white sneakers, with an olive green sweater tied around her waist, gazing intently at the camera.
A triangular-shaped house with a wooden deck sits among tall pine trees in a wooded area, with a gravel path leading up to it. Sunlight filters through the leaves, casting soft shadows on the ground.
Snow-covered mountain peaks stretch across the horizon under a clear blue sky, with rugged terrain creating depth and texture in the landscape.
A single tree stands atop a green hill, surrounded by neatly terraced rows of lush shrubs against a clear blue sky.
Snow-capped mountains rise in the background, while a vibrant turquoise lake meets a patch of land with green trees, set against a vast, arid landscape.
An aerial view of a vibrant sports complex featuring a green soccer field, red running track, and two blue basketball courts, with players actively engaged in games while surrounding buildings and vehicles are visible.
Lush green landscape with dense vegetation in the foreground and towering dark blue mountains under a cloudy sky.
A bamboo post with handwritten signs stands next to an antique wooden display featuring painted fans, stacked drawers, and various glassware in a cozy, rustic shop filled with natural light.
A vintage metal bicycle frame hangs on a white brick wall, alongside various pottery pieces and a decorative woven basket, creating an eclectic display.
Silhouetted palm trees against a vibrant sunset sky filled with shades of pink, purple, and orange.
A dark wooden door features a rectangular sign that reads "BE OPTIMISTIC" in bold letters, bordered by a red frame.
A polar bear rests near a rocky shore with a partially frozen reflecting pool, surrounded by a backdrop of icy blue and gray tones.
Blond woman with styled hair, wearing a black ribbed turtleneck sweater with lace detail on the sleeves, stands confidently in a narrow alleyway, illuminated by soft natural light.
A textured wall featuring a geometric pattern of interlocking triangular shapes in varying shades of gray, illuminated by soft light.
A large wooden sculpture resembling a giant figure sits in a dusty landscape, silhouetted against a glowing background, while several people on bicycles explore the area nearby.
Baked avocado halves filled with cheese, chopped meat, and topped with parsley, served on a white plate with a fork and accompanied by a small bowl of sauce and a red checkered cloth.
A large brown snail shell rests against a textured tree bark, surrounded by moss and lichen.
Vibrant stratified rock formations with reddish-brown and gray hues rise sharply against a clear sky, surrounded by sparse vegetation on arid terrain.
The iconic Golden Gate Bridge stretches across a turquoise bay, flanked by rolling green hills and rocky shorelines under a bright sky.
Lush green ferns spread densely across a dark background, showcasing intricate leaf patterns and varying shades of green.
A light-colored sideboard with multiple drawers and doors features a wooden top adorned with a vintage camera, a brown leather handbag, a lamp with a textured shade, and various decorative items, including a potted plant and small photographs. Two blue artworks hang on the wall above, secured with tape.
A wooden boardwalk stretches through tall golden reeds, leading to a figure walking in the distance under a gray sky.
A serene lake surrounded by steep, lush green mountains under a clear blue sky, with a small boat gliding across the water.
Majestic sandstone buttes rise against a dusky sky, with the sun setting in the background, casting warm rays over the arid landscape dotted with sparse vegetation.
A close-up of a bee gathering pollen from a bright yellow center of a white daisy flower, with a soft green background.
A flock of sheep and goats are foraging on the ground, where a pile of red onions is scattered among them, and green grass surrounds the scene.
Two young women sit in a field of tall green grass and wildflowers, one wearing a white shirt and the other an orange t-shirt, both smiling and enjoying the moment.
A rocky coastline with dark, jagged cliffs emerges from the soft, murky water under a star-filled night sky, featuring the Milky Way. Illuminated hills in the distance contrast with the calm sea, while vibrant orange vegetation lines the foreground.
A busy street market entrance featuring a green sign with white characters, various colorful products displayed, a person sitting on a stool to the left, and a street sign indicating "Changdi Damalu" nearby.
A close-up of a green palm leaf showcasing its long, slender fronds with distinct yellow veins against a blurred green background.
A bright, illuminated bridge arches over dark waters, surrounded by modern skyscrapers reflecting colorful lights, creating a vibrant nighttime scene.
Snow-capped mountains rise majestically against a clear blue sky, with dramatic peaks and steep, rugged slopes showcasing a mix of rock and ice.
A glass-bottomed bridge extends dramatically over lush green mountains, supported by tall steel pylons and cables, with visitors exploring the edge and scenic views of valleys below.
A close-up of a brown and white cow with a fluffy mane, standing in a green field, surrounded by blurred cows and mountains in the background.
Snow-capped mountains rise majestically against a soft pastel sky, framed by a dense forest of dark evergreens in the foreground.
A festive green wreath adorned with red berries and a velvet red bow rests against a solid red background.
A small boat with several people glides through calm waters under a warm, golden sunset, while distant boats and silhouettes of buildings dot the horizon.
A family of seven sits in a small room with floral wallpaper; the father and mother are in the center, flanked by their five children, some smiling and others looking serious. A kerosene lamp and stacks of newspapers rest on a table beside them.
A gray heron perches elegantly on a branch, showcasing its long neck and sharp beak, surrounded by a blurred backdrop of lush greenery.
A winding road curves through a barren landscape of orange-brown earth and sparse vegetation under a cloudy sky. Mountains loom in the distance, adding depth to the scenic view.
A silhouetted tree leans against a colorful sunset with soft hues of orange and blue, while a crescent moon hangs in the sky.
A single brown mushroom emerges from a dense patch of green moss and delicate green foliage, surrounded by scattered twigs and grass.
A green sea turtle glides gracefully above the ocean floor, showcasing its patterned shell against the vibrant turquoise water.
A serene green lake reflects surrounding mountains and lush trees under a cloudy sky, with visitors walking along the shore.
A winding road snakes through lush green mountains, flanked by dense forests and a clear stream.
A vibrant red parrot with striking detail in its feathers and an expressive eye, posed against a dark background.
End of preview.

Aesthetic-4K Dataset

We introduce Aesthetic-4K, a high-quality dataset for ultra-high-resolution image generation, featuring carefully selected images and captions generated by GPT-4o. Additionally, we have meticulously filtered out low-quality images through manual inspection, excluding those with motion blur, focus issues, or mismatched text prompts.

For more details, please refer to our paper:

Citation

If you find our paper or dataset is helpful in your research or applications, generously cite with:

@inproceedings{zhang2025diffusion4k,
    title={Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models},
    author={Zhang, Jinjin and Huang, Qiuyu and Liu, Junjie and Guo, Xiefan and Huang, Di},
    year={2025},
    booktitle={IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
}

@misc{zhang2025ultrahighresolutionimagesynthesis,
    title={Ultra-High-Resolution Image Synthesis: Data, Method and Evaluation},
    author={Zhang, Jinjin and Huang, Qiuyu and Liu, Junjie and Guo, Xiefan and Huang, Di},
    year={2025},
    note={arXiv:2506.01331},
}
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