pi-Flow: Policy-Based Few-Step Generation via Imitation Distillation
Paper • 2510.14974 • Published • 10
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Spongebob depicted in the style of Dragon Ball Z. |
Lionel Messi portrayed as a sitcom character. |
A digital artwork depicting a cartoon illustration of a warehouse environment. |
Two young Japanese goth cosplay girls in fishnets, corsets, chokers, and black and white makeup with full body tattoos and intricate painted details. |
A white-haired girl in a pink sweater looks out a window in her bedroom. |
A girl gazes at a city from a mountain at night in a colored manga illustration by Diego Facio. |
A hamster resembling a horse. |
The president being abducted by aliens. |
Anime-style fighter pilot in cockpit engaged in a night air battle with explosions. |
A hyper-realistic representation of the hypnotoad from Futurama. |
A detailed movie poster for Invader Zim with a horror theme. |
The image depicts Rika Furude from the video game Yume Nikki. |
A lemon character with sunglasses on the beach. |
A lemon wearing sunglasses on the beach. |
A tall chicken standing next to a farmer. |
A girl in school uniform standing in the city. |
Image of xqc with a distinctive underbite and big, long nose. |
A goth anime woman with a symmetrical and attractive face in a black and white watercolor headshot art on ArtStation. |
Peter Griffin taking a selfie in a park on an iPhone 12 Pro. |
A helmet-wearing monkey skating. |
Anime oil painting of Rem from Re Zero. |
Pinup girl in the style of Jab Comix. |
A photo of Big Chungus from Looney Tunes. |
Frontal portrait of anime girl with pink hair wearing white t-shirt and smiling. |
Tom and Jerry are featured in Iron Maiden's album Live After Death in place of their usual mascot, Eddie. |
A kangaroo in an orange hoodie and blue sunglasses stands on the grass in front of the Sydney Opera House holding a "Welcome Friends" sign. |
A whale is reading a book about avoiding Japanese spears in an underwater library. |
Gordon Ramsay frying minions on a pan. |
The image depicts Peter Griffin, a cartoon character from the television show "Family Guy." |
A cartoon-style illustration of a fantasy village environment. |
Danny DeVito appears in Jojo's Bizarre Adventure. |
A Pixar lemon wearing sunglasses on a beach. |
A photograph of a woman from Steven Universe with gigantic pink ringlets and a white dress. |
An image of iCarly and Hannah Montana in a mosh pit. |
A close-up anime portrait of Sailor Moon against a grey background with Russian panel housing in bokeh. |
Gus Fring working as a KFC waiter. |
Anime art featuring Hatsune Miku with symmetrical shoulders. |
Asuka Langley dressed as a slavic priestess in a birch forest during spring. |
Spongebob is wearing avant-garde Rick Owens clothing in a fashion-forward look. |
"A man drinking a cup of cosmic energy in a surreal anime style artwork." |
A syrup bottle crashes into twin towers made of pancakes. |
A capybara wearing sunglasses. |
A still image from the CGI animated movie Akira. |
Close-up of a manga still depicting the interior of a Shinkansen train with a view from a leather seat next to the side window, and a hyper-realistic film still projection of a promenade scene in the background. |
Image of Katara from Avatar. |
Superman with Danny DeVito's face. |
A stylized Mr. Clean dressed in leather jacket and shades reminiscent of the Fonz from "Happy Days." |
A colorful anime painting of a sugar glider with a hiphop graffiti theme, by several artists, currently trending on Artstation. |
The image is a music album cover featuring Vaporize Pikachu. |
Madrid cityscape with a distinct Studio Ghibli-inspired aesthetic. |
A beaver in formal attire stands next to a stack of books in a library. |
The image depicts a colorful female pirate with dreadlocks, holding a sword. |
A dog wearing a business suit and smoking a cigar. |
An anime-style painting of a sugar glider royalty enjoying hiphop music amidst a graffiti background. |
Male furry anthro mountain goat in a pinstripe suit and waistcoat, smoking a cigar. |
"A comic portrait of an Indian goddess with realistic shading and fine details set in a nighttime anime style." |
A colorful illustration of a suburban neighborhood on an ancient post-apocalyptic planet featuring creatures made by Jim Henson's workshop. |
A hyena fursona sitting in the grass in a savannah at sunset. |
A plushy tired owl sits on a pile of antique books in a humorous illustration. |
A dolphin swimming in front of a Studio Ghibli logo backdrop. |
An image of a person dressed as an avocado queen. |
Portrait of girl in black riot gear holding a whip, drawn in anime/manga style by Makoto Shinkai. |
A lemon wearing sunglasses on the beach. |
A puppy is driving a car in a film still. |
Portrait of an ape wearing an astronaut helmet. |
Baby Yoda depicted in the style of Assassination Classroom anime. |
Pop art illustration of a surprised girl in a comic style, suitable for advertising posters, party invitations, and birthday greeting cards. |
An illustration featuring characters from a Dungeons and Dragons game. |
A digital painting of an anthropomorphic corgi lifting weights in a dim gym with intricate details and a dynamic pose. |
Danny Devito dressed up as Wolverine. |
A manga-style railgun illustration. |
Two Sesame Street characters, Ernie and Bert, standing close to each other and looking towards the camera. |
A close-up portrait of Rapunzel with a smile. |
"Fuzzy clay creatures playing a game in a heavily tilted green pasture." |
Closeup of a seinen manga film still showing the interior of a shinkansen train with a leather seat and a window view, with a hyperrealistic film still from a Nepali movie projecting in the background. |
Cartoon astronaut floating around the moon with a rocket ship and shooting stars in the background. |
A tiger wearing a train conductor's hat and holding a skateboard decorated with a yin-yang symbol. |
A lifelike anime girl in steel plate armor takes a selfie in a castle courtyard. |
Android 18 is talking to Danny DeVito. |
An attractive anime-style character of a girl with short brown hair and wearing a white blouse, drawn by WLOP. |
The image depicts Karl Marx bodyslamming Friedrich Nietzsche in a WWE championship match. |
Simplified anime-style logo featuring a railgun. |
of a pug wearing a cowboy hat and bandana, sitting on a hay bale. |
Peter Griffin is featured in a scene from the TV show Family Guy. |
Patrick Bateman beating an anthropomorphic wolf cosplay. |
The image is a mash-up of "Stranger Things" and "Ghostbusters" themes. |
A cyan silver the hedgehog with black tipped quills wearing green-tinted sunglasses, a purple and green cape, and shoes. |
A flat design illustration of a cheese sandwich with minimalistic line elements. |
The image depicts Spongebob and friends at a wedding ceremony, created through AI and with a high level of detail. |
A forest scene depicted in the morning light by Rumiko Takahashi. |
Two gundams in an intimate and potentially romantic scene, illustrated by Yoshitaka Amano. |
An advanced digital anime art of Lucy standing on an asteroid with a futuristic utopian city in the background and sunlight backlighting the landscape. |
Magical girl manga cover featuring a highly detailed, fancy design. |
A boy flies through candy planets eating pizza in a comic-style drawing by Steve Ditko and Frank Miller. |
A red-haired girl with an eyepatch scaring little children. |
A figurine of Walter White from Breaking Bad depicted as an anime character. |
A fox wearing a yellow dress. |
Hatsune Miku, a giant anime-styled woman, walking through New York. |
Anime portrait of Cristiano Ronaldo as a shaman yedi using dark force to eliminate Messi as an anime antagonist. |
Medium shot manga pencil drawing of Alita by Yukito Kishiro in black and white. |
End of preview. Expand in Data Studio
Dataset used in the paper:
pi-Flow: Policy-Based Few-Step Generation via Imitation Distillation
Hansheng Chen1,
Kai Zhang2,
Hao Tan2,
Leonidas Guibas1,
Gordon Wetzstein1,
Sai Bi2
1Stanford University, 2Adobe Research
[arXiv] [Code] [pi-Qwen Demo🤗] [pi-FLUX Demo🤗]
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