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mapo-t2i
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pick-style-pixel-art

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In the vast Sahara desert, a tiny cactus dons a stylish straw hat and neon sunglasses, adding a quirky touch to the arid landscape.
A comic book illustration featuring Melisandre from Game of Thrones, showcasing her mysterious aura and red attire in a dramatic pose.
A chilling scene unfolds within a grand mirror as a sinister grudge manifests, evoking a sense of horror and dread.
In a mystical forest, the weathered hands of an elderly human reach out towards a glowing orb, emanating ancient wisdom and magic.
A fox with a mesmerizing double exposure of shiny purple amethyst and shiny malachite, showcasing a unique and mystical fusion of colors and textures.
In a mystical forest, a group of heart-shaped rubies, each adorned in elegant white robes, gather around a shimmering pool reflecting the moonlight.
In a retro video game style, a serene waterfall cascades into a secluded pond, surrounded by lush pixelated greenery.
In a whimsical sci-fi setting, a highly detailed caricature woman with sharp, piercing eyes confidently poses in a surrealistic digital painting by Jake Pifer.
A dazzling display of colorful fireworks lights up the night sky, creating a mesmerizing spectacle for onlookers below.
In a mystical forest clearing, a radiant little girl emanates swirling coronal light, casting a magical glow around her.
In a blocky world, an axolotl with vibrant colors and a cheerful expression swims gracefully in a pixelated underwater environment.
A realistic scene in a coffee shop featuring a private investigator discreetly using a long zoom camera to gather information.
A young woman with radiant skin, glowing under the soft light, exudes confidence and beauty in a serene portrait.
In a futuristic laboratory, a set of intricate atomic design components are arranged on a sleek, metallic table, showcasing their complex and innovative structures.
In a whimsical world, a charming anime character strikes a cute pose, outlined in intricate detail to showcase the character's unique design.
In a magical Arabian desert, a genie with a mischievous grin emerges from a swirling sandstorm, granting wishes to a bewildered traveler.
In a surreal landscape, vibrant mushrooms of various shapes and sizes pulsate with hypnotic colors, each cap adorned with intricate patterns resembling eyes.
An intricate etching of a mysterious figure with a pen, reminiscent of Jules Bastien-Lepage's style, captured in a detailed and obscure manner.
A cat in a specially designed space suit floats gracefully in the vastness of outer space, surrounded by twinkling stars and distant galaxies.
A sleek neon dragon logo design, featuring a minimalist approach with vibrant colors and sharp lines, perfect for a modern brand identity.
A highly detailed close-up of a brain transformed into an industrial cityscape, showcasing futuristic elements and high-quality intricate details.
A vibrant red sports car speeds down a bustling city street, surrounded by tall buildings and flashing neon lights.
A serene river valley nestled among majestic mountains, adorned with vibrant meadows, blooming flowers, and fruit trees under a sunny midday sky, evoking a comfortable and cozy atmosphere.
In a misty field, a woman in a bioluminescent dress resembling burning fire, her face veiled in darkness, captured in detailed quality.
In the style of Andy Warhol & Salvador Dali, a painting depicting David Bowie crawling down an alley, vulnerable to diamond dog poachers lurking behind trees.
An elegant woman with long platinum blonde hair, wearing a hot pink minidress, exudes confidence with her huge lips and personality as she walks down the road.
In a cyberpunk cityscape, an egirl with vibrant pink hair and edgy fashion stands confidently, exuding a mix of rebellion and charm.
In a fantastical setting, a highly detailed furry humanoid skunk with piercing eyes confidently poses in a medium shot, wearing an animal hide jacket.
In a whimsical jungle scene, a muscular anthropomorphic hippopotamus with a distinctive unibrow strikes a confident pose, exuding charm and charisma.
A stunning redhead female model poses elegantly, showcasing her beauty and confidence in a captivating illustration.
*** An eldritch monster emerges from the fog in a mysterious art poster, intricately detailed in a hyperrealistic charcoal drawing reminiscent of JMW Turner's atmospheric landscapes.
A man gracefully performs a backflip around the Earth, holding a balloon resembling the sun in a whimsical and surreal scene.
In a mixed media collage, Conan explores a forbidden tomb filled with haunting melodies, hidden passages, and ancient hieroglyphs, exuding a mysterious quality reminiscent of H.R. Giger's style.
A photorealistic close-up portrait of a joyful elderly shaman adorned with symmetrical blue lotus crystals, surrounded by swirling strings of light in a starry night sky and glowing water.
In a whimsical garden, a large pink hamster with fluffy cheeks and bright eyes explores a field of colorful flowers and lush greenery.
At a wedding ceremony, the groom patiently waits for Ava Addams as she sneaks away to secretly rendezvous with her boyfriend's brother.
In a retro video game world, a pixelated spaceship sprite navigates through a colorful alien landscape, shooting lasers at incoming enemies.
In a cozy cafe, a middle-aged man in a vibrant polo shirt gazes fondly at a young student engrossed in his studies.
A schematic poster art for "Foreign Planet Explorer" by Ridley Scott and Chris Nolan, featuring illustrated instructions for space experiments in a futuristic setting.
A confident woman with fiery red hair, dressed in a signature velvet cloak, haggles with a grumpy old vendor on a bustling city street under the shine of a full moon.
In a whimsical sci-fi setting, a photo-realistic caricature of a woman, stylized with surrealistic detail and sharp precisionism influence, is depicted in a digital painting by Jake Pifer.
Inside the Roman Coliseum, amidst the intense heavy battle, Gladiator Gallus gears up for battle, wielding a mace and shield, clad in armor crafted with outstanding detail.
In a futuristic military parade, soldiers in advanced armor march in formation, showcasing intricate gear designs and powerful weaponry reminiscent of Warhammer 40k Space Marines.
A detailed close-up of a skull, showcasing intricate bone structure and texture in a dramatic composition.
A vibrant cityscape with a large pizza slice at the center, labeled "Pizza Hut," against a backdrop of buildings, a moon, a hot air balloon, and scattered stars.
A young Asian girl with a slender build gracefully swims underwater, captured from behind with a Nikon D5 camera.
In a whimsical scene, a tiny mouse confidently rides a skateboard, balancing skillfully as it glides along a smooth surface.
In a mythical realm, a regal fire queen with flowing crimson hair and eyes ablaze with power commands her fiery domain with grace and strength.
In a serene forest clearing, a stunning woman with raw, natural beauty stands gracefully, embodying a connection to the earth and its elements.
A panda and an elephant gracefully float together in the vastness of outer space, captured with stunning realism.
In a serene garden, lush plants surround a large pond reflecting the greenery, creating a dreamlike and happy atmosphere, resembling an award-winning photograph.
A detailed illustration showcasing the intricate network of the central nervous system, highlighting the brain, spinal cord, and nerve connections in a scientific and informative manner.
In a futuristic world, a sleek and powerful humanoid figure with glowing red eyes stands amidst a chaotic battlefield, frozen in time as bullets hang in mid-air.
An ominous villain with a sinister grin holds a miniature Earth planet in their hand, showcasing a malevolent intent towards the world.
An underwater scene showcasing a majestic sea turtle gracefully swimming among vibrant coral reefs and a variety of colorful marine life.
In a biotech room, a massive bone machine with flesh and bloody entrails births two tentacled young women, embodying a surreal blend of body horror.
An alpaca with a focused expression sits at a desk, typing on a computer keyboard with its hooves in a cozy home office setting.
In a cozy kitchen room, a grandmother seated beneath a knitted peat famine solidarity laundry, sewing with an oscillating stitcher, exuding an elite charm.
In a mysterious scene under moonlight, a vampire in a gem-lined suit, illuminated by blue lighting, stands with a hood, showcasing intricate details in digital art.
A young woman with voluminous teased 80's hair strikes a pose in a retro-inspired setting, exuding confidence and style.
Within a haunted mansion, a curious cat with wide eyes and twitching whiskers cautiously explores its eerie surroundings.
In a mythical realm, a majestic winged lion, reminiscent of Aslan, graces an art poster with its regal presence.
A stylish woman with short hair confidently poses in thigh-high stockings, exuding a sense of modern fashion and allure.
A cosmic nebula resembling the iconic face of David Bowie, captured through the lens of the Hubble Space Telescope, showcasing celestial artistry.
In a grand depiction, the female goddess embodying the United States of America spreads democracy to savages, portrayed in intricate detail by artists Artgerm, Greg Rutkowski, and Alphonse Mucha.
A vibrant purple sign declaring "I love men" stands out against the background, conveying a bold and straightforward message.
A close-up portrait of a woman with stunning eyes and a captivating smile, showcasing intricate details in a realistic style.
A realistic image of a young girl dressed as a magical girl, wearing white tights, gracefully swimming underwater in a full-body shot.
In a fantastical royal palace, a divine queen with black hair and intricate jewelry exudes charm and prestige, adorned in lace-trimmed clothing and luxurious gems.
In a cellular automaton world, energy-filled cells interact within a universe where emptiness resembles a black hole, creating a dynamic and visually captivating simulation.
In a mystical garden, a vibrant violet rose blooms elegantly, showcasing its delicate petals, slender stem, and lush green leaves.
A towering structure constructed entirely of gleaming gold bars, reflecting the sunlight with a dazzling brilliance.
In front of the iconic Eiffel Tower, a robot delicately holds a vibrant bouquet of flowers, adding a touch of mechanical charm to the romantic setting.
A charming cafe exterior featuring a neon sign reading "Spoon's Cafe" in a vibrant, inviting style with a touch of whimsical 3D isometric design.
In a whimsical forest, a charming botanical creature, reminiscent of Brian Froud's style, frolics among vibrant flora and fauna with a mischievous twinkle in its eye.
In a fantastical setting, a highly detailed furry humanoid skunk confidently poses in a medium shot, wearing an animal hide jacket.
In a scientific laboratory, a detailed photograph captures a spider with a scorpion tail and crab claws on an experimental table.
A couple in pajamas dances with closed eyes to an old waltz in a room filled with mirrors and artificial lighting, creating a dreamy and intimate atmosphere.
A stunning lighthouse stands tall by the tranquil beach, surrounded by shimmering water under a starry night sky, captured in a collaborative painting by Ted Nasmith and Jakub Rozalski.
An abstract expressionist artwork featuring bold, dynamic brushstrokes in vibrant colors, evoking a sense of raw emotion and energy on the canvas.
Design a topology optimized structure showcasing a complex lattice pattern, emphasizing strength and efficiency in material distribution.
In a forest clearing by a ravine, mossy rocks are surrounded by lush flora, creating a serene and vibrant natural landscape.
In a stunning portrait, a young woman with brown hair and eyes gazes directly at the viewer, showcasing intricate details of her face and captivating eyes.
A charming young girl with a bright smile and playful demeanor, surrounded by colorful flowers in a sunlit garden.
In a post-apocalyptic wasteland, a fierce raider with a Mohawk hairstyle and rugged armor stands ready for battle, holding a makeshift weapon.
A hyperreal close-up 3D render of iridescent gummy translucent cloth with a wrinkled texture and a 3D face, featuring a mix of blue, green, pink, yellow, and orange tones.
In a whimsical forest, a majestic tree adorned with leaves that resemble colorful butterflies stands tall, casting a magical aura in its surroundings.
A stunning black opal gemstone, shimmering with iridescent colors, rests elegantly on a rustic stone ledge, capturing the play of light and shadow.
A majestic feline with piercing eyes lounges gracefully on a windowsill, basking in the warm sunlight filtering through sheer curtains.
In a traditional Japanese setting, two shogi masters intensely face off in a strategic match, surrounded by ancient wooden boards and intricate game pieces.
A stunning jellyfish-inspired ballgown, with iridescent tentacles cascading down the skirt, creating a mesmerizing underwater effect.
In a lush green forest, a UFO hovers above as an alien points to a text that reads "ALIENS AREN'T REAL."
In a serene garden, a graceful statue of a woman stands tall, her eyes closed in peaceful contemplation, surrounded by blooming flowers and lush greenery.
In a mystical forest clearing, a female kobold with shimmering scales and bright eyes stands proudly, adorned in intricate tribal jewelry.
Alice Liddell stumbles upon a hyperspectral event in her bedroom, where the structural integrity distorts the laws of physics, creating an elasticity ooze and light dimensional flotsam.
A close-up view of a batch of freshly baked cookies with a soft texture, oozing with melted chocolate chips, inviting you to take a bite.
A vibrant concert at Western Springs Stadium in Auckland, capturing the energy of the crowd and the performers under the starlit night sky.
A medieval-style parchment scroll adorned with intricate floral patterns and gold leaf, featuring 14th century calligraphy announcing the bestowal of an Award of Arms to Jon by Thor and Alice.
In a mystical cavern, a pulsing aqua energy crystal radiates a mesmerizing glow, illuminating the surrounding ancient rock formations.
In a fantastical realm, a young woman with emerald hair and mint green eyes stands gracefully in a green silk robe, her perfect face illuminated by cinematic lighting.
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Margin-aware Preference Optimization for Aligning Diffusion Models without Reference


We propose MaPO, a reference-free, sample-efficient, memory-friendly alignment technique for text-to-image diffusion models. For more details on the technique, please refer to our paper here.

Developed by

  • Jiwoo Hong* (KAIST AI)
  • Sayak Paul* (Hugging Face)
  • Noah Lee (KAIST AI)
  • Kashif Rasul (Hugging Face)
  • James Thorne (KAIST AI)
  • Jongheon Jeong (Korea University)

Dataset

This dataset is pixel art split of Pick-Style, self-curated with Stable Diffusion XL. Using the context prompts (i.e., without stylistic specifications), we generate (1) cartoon style generation with stylistic prefix prompt and (2) normal generation with context prompt. Then, (1) is used as the chosen image, and (2) as the rejected image. The chosen field comprises pixel art style generations from SDXL, while the rejected field comprises the ordinary generations from SDXL.

Citation 

@misc{hong2024marginaware,
    title={Margin-aware Preference Optimization for Aligning Diffusion Models without Reference}, 
    author={Jiwoo Hong and Sayak Paul and Noah Lee and Kashif Rasul and James Thorne and Jongheon Jeong},
    year={2024},
    eprint={2406.06424},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}
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