Sol-Attn: Accelerating Video Generation Inference via On-the-Fly Attention Sparsification
Paper • 2607.24027 • Published • 39
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
dense | 0 | add object | Add a small golden crown with delicate jewels on top of the girl's head, ensuring it is centered, slightly tilted in a natural way, detailed with ornate patterns, and seamlessly blended with her hairstyle so it looks realistic. | A young woman stands outside in front of a blurred urban background, wearing a light green sweatshirt and carrying a light-colored bag. Atop her head rests a small, ornate golden crown adorned with delicate jewels, seamlessly integrated with her hairstyle and tilted slightly for a natural, regal touch. She begins with ... | videos/174008-850361316.mp4 | https://pixabay.com/videos/woman-smile-communication-gesture-174008/ | 42 | 81 | 1,280 | 720 | 16 | 5bc5c588b0aed10b8fabc7b4101104c4 | |
dense | 2 | add object | Add a glowing halo above the woman's head. The halo should be a perfectly circular, semi-transparent ring of golden-white light, hovering a few inches above her head and following her movements naturally. It should emit a soft, radiant glow with subtle pulsing and light bloom effects, casting a gentle warm illumination... | A woman in a purple and white summer dress stands on a rocky pier by the ocean, smiling and enjoying the sunny day. Above her head, a perfectly circular, semi-transparent golden-white halo hovers, pulsing gently and radiating a soft glow that casts a warm illumination over her hair and shoulders as it moves naturally w... | videos/85212-590779450.mp4 | https://pixabay.com/videos/woman-model-pier-walk-ocean-sea-85212/ | 42 | 81 | 1,280 | 720 | 16 | 31f6b8249012f6e5d327476c84256ab8 | |
dense | 4 | add object | Add a realistic white button-up shirt on the man in the video. The shirt should fit naturally to his body shape and posture, with visible fabric folds, seams, and slight movement that reacts to his motion. Use a soft, breathable cotton texture with subtle shading and highlights to reflect the scene's lighting. | A man stands on a draped platform in a dimly lit room, now dressed in a realistic white button-up shirt over his black shorts. The cotton shirt fits naturally to his body as he strikes a classical pose holding a round object, with visible fabric folds and subtle movement reacting to his posture; soft highlights and sha... | videos/29329-374868337.mp4 | https://pixabay.com/videos/sport-olympia-man-body-building-29329/ | 42 | 81 | 1,280 | 720 | 16 | 9a5b742b0a19fda3ad65f1556b53ab6c | |
dense | 10 | remove object | Remove the black car from the video | A winding road stretches through a landscape of lush green trees and grassy hills. The road is bordered by guardrails, and a warning sign ahead indicates a curve or potential hazard on the route. | videos/218541.mp4 | https://pixabay.com/videos/car-road-highway-journey-dodge-218541/ | 42 | 81 | 1,280 | 720 | 16 | 037135ee65df3f156f6b887adee649f5 | |
dense | 11 | remove object | Remove the floor lamp in the background entirely from the video, ensuring that the wall and the paintings behind it are seamlessly reconstructed to create a natural, uncluttered look. | A woman sits comfortably on a sofa, reading a magazine or brochure in her hands. The cozy setting features a soft blanket and tasteful wall art, creating a calm and inviting atmosphere with an uncluttered, open background. | videos/124252-730508538.mp4 | https://pixabay.com/videos/girl-sofa-education-couch-book-124252/ | 42 | 81 | 1,280 | 720 | 16 | 38adac879eb3d452fb415e4ca31bd78b | |
dense | 12 | remove object | Remove all background people, including the blurred figures and anyone not in sharp focus, so that only the smiling girl in traditional clothing remains against a perfectly clear sky background. | A young girl dressed in traditional clothing and a colorful floral headband stands alone outside on a sunny day, framed by a perfectly clear sky. She looks surprised and happy as she covers her mouth with both hands, her joyful reaction emphasized by the serene and unobstructed background. | videos/65133-512069343.mp4 | https://pixabay.com/videos/girl-attire-ribbons-outfit-holiday-65133/ | 42 | 81 | 1,280 | 720 | 16 | f7c4f43680b9defc37a91e68b0b8b825 | |
dense | 13 | remove object | Remove the chair in the background | A shirtless man in black shorts stands on a platform covered with a draped cloth in a dimly lit room, striking a pose reminiscent of a classical statue. The background is simple, with bare walls and a shelf, and some furniture, creating an artistic and contemplative atmosphere, now noticeably without the chair that was... | videos/29329-374868337.mp4 | https://pixabay.com/videos/sport-olympia-man-body-building-29329/ | 42 | 81 | 1,280 | 720 | 16 | 9db8e50dd7a912e8d12073699af21690 | |
dense | 20 | change object | Replace the stop sign with a green go sign | A bright green go sign stands tall against a vivid blue sky filled with fluffy white clouds. The scene feels calm and open, with the go sign clearly visible in the foreground and the vast sky stretching out behind it. | videos/52430-468806577.mp4 | https://pixabay.com/videos/stop-sign-clouds-sky-warning-road-52430/ | 42 | 81 | 1,280 | 720 | 16 | 69eba0ef70769bce59d69e6c9d5f710a | |
dense | 21 | change object | Replace the white figure in the video with a highly detailed, humanoid dancing robot. The robot should have sleek metallic surfaces with articulated joints, LED lights glowing softly in blue and white accents, and smooth fluid movements synchronized with the original figure's dance motions. | A highly detailed, humanoid dancing robot glides down a sunny street lined with tall palm trees and vibrant flowering bushes. Its articulated joints and sleek metallic surfaces gleam in the sunlight, while soft blue and white LED lights pulse along its limbs, mirroring its smooth, fluid dance movements in perfect rhyth... | videos/92778-637690716.mp4 | https://pixabay.com/videos/dancer-dance-dancing-street-palms-92778/ | 42 | 81 | 1,280 | 720 | 16 | 0122d9838ce77cc711d4322a5742c04a | |
dense | 22 | change object | Replace the green bowl with a mystical crystal orb | A woman is standing in a bright room with a towel wrapped around her head, applying a white facial mask to her face. She carefully spreads the mask with her fingers while holding a mystical crystal orb, taking time for her skincare routine in front of a mirror. | videos/209634.mp4 | https://pixabay.com/videos/woman-cosmetics-products-freshness-209634/ | 42 | 81 | 1,280 | 720 | 16 | f34c22d6b8b6d8df2d2bd0cc60329e8f | |
dense | 23 | change object | Replace the strawberry in the video with a small, animated dragon. The dragon should be about the same size as the strawberry, with detailed scales, expressive eyes, and delicate wings. | A woman sits against a plain white background, holding a small, animated dragon close to her shoulder and looking down thoughtfully at the creature. She then brings the dragon to her mouth, smiling as it perches on her hand and flutters its delicate wings, before she looks directly at the camera, still smiling as the d... | videos/149480-796105911.mp4 | https://pixabay.com/videos/woman-strawberry-fruit-joy-149480/ | 42 | 81 | 1,280 | 720 | 16 | e0177e02f0612fe9b1c983214ab9b5eb | |
dense | 24 | change object | Replace the woman's dress with a detailed superhero costume. The costume should be form-fitting and made of high-tech fabric with a mix of matte and glossy textures, featuring bold colors like deep red and navy blue, with metallic accents and a distinctive emblem on the chest. | A woman wearing a striking, form-fitting superhero costume adorned in deep red and navy blue stands confidently on a stone walkway by the ocean, her outfit shimmering with metallic accents and a bold emblem gleaming on her chest. Large sunglasses frame her face as she smiles at the camera, occasionally raising her arm ... | videos/85212-590779450.mp4 | https://pixabay.com/videos/woman-model-pier-walk-ocean-sea-85212/ | 42 | 81 | 1,280 | 720 | 16 | d6d901130e364c3dab32d7c094ed7a18 | |
dense | 30 | stylization | Transform the entire video to resemble a vivid oil painting, enhancing the textures and brush strokes for a painterly effect | A bottle of almond milk is gracefully poured into a clear glass mug, all rendered in bold, vivid oil painting strokes that bring out rich textures and vibrant colors. The creamy almond milk flows amidst expressive brush marks, with the whole almonds and wooden table now appearing as textured, painterly elements, giving... | videos/4315-178218581.mp4 | https://pixabay.com/videos/milk-bottle-pouring-organic-milk-4315/ | 42 | 81 | 1,280 | 720 | 16 | 36b79980f967e1df0cac2045db870266 | |
dense | 31 | stylization | Transform the video into a hand-drawn animation style, replace the realistic elements with soft, pastel colors, gentle sketch lines, watercolor-style textures, and animated background details that move subtly to create a magical, dreamy atmosphere throughout the video. | A whimsical butterfly, illustrated with soft orange and black pastel hues and delicate sketch lines, flutters gracefully onto an enchanting purple blossom with a gentle yellow core. Watercolor-style greenery sways gently in the dreamy, animated background, as the butterfly slowly fans its wings and gathers nectar, imbu... | videos/215569.mp4 | https://pixabay.com/videos/butterfly-flowers-animal-summer-215569/ | 42 | 81 | 1,280 | 720 | 16 | f0fe7a4633a43d5db11dd34304012671 | |
dense | 32 | stylization | Transform the video into a whimsical stop-motion claymation: Make all visual elements appear as if sculpted from colorful modeling clay, with fingerprints and slight imperfections visible in every frame. | A ginger and white clay cat, complete with visible sculpting fingerprints, sits atop a vibrant, slightly uneven clay wooden fence. The cat gingerly grooms its textured fur, while a backdrop of lush, handcrafted green clay leaves creates a whimsical and playful, stop-motion world. | videos/95536-645704509.mp4 | https://pixabay.com/videos/cat-feline-whiskers-pet-animal-95536/ | 42 | 81 | 1,280 | 720 | 16 | 6133684c6110f2a7b8fa6e62a76bc9d6 | |
dense | 33 | stylization | Reimagine the video as a vintage 1920s silent film by desaturating the colors to sepia tones, adding film grain and scratches, inserting stylish intertitles for dramatic moments, and using speed-ramping to mimic the choppy framerate of early cinema, while overlaying a subtle vignette and piano soundtrack for authentici... | In sepia-toned frames evoking the charm of early cinema, a small brown rabbit moves with jittery, playful motions among mossy rocks, its cautious glances and gentle grooming punctuated by dramatic title cards such as “A Moment of Suspense!” and “A Careful Watcher.” The scene flickers beneath film grain and vintage scra... | videos/157289-814463025.mp4 | https://pixabay.com/videos/rabbit-bunny-rocks-forest-nature-157289/ | 42 | 81 | 1,280 | 720 | 16 | 785ea1226cc50d9de4186e07d8a0465b | |
dense | 34 | stylization | Transform the entire visual style of the video using a hand-drawn watercolor animation effect, replace all realistic textures with flowing brush strokes, soft blending, and organic edge bleeding | A black and white dog, now rendered in soft watercolor strokes, eagerly bounds toward a loosely outlined white bowl on a gently washed floor. The scene’s hand-drawn brushwork captures the dog’s playful sniffing and joyful eating, with colors subtly bleeding into one another, all set within a luminous, cozy indoor space... | videos/5631-183849543.mp4 | https://pixabay.com/videos/dog-drinking-pet-food-thirsty-5631/ | 42 | 81 | 1,280 | 720 | 16 | de2e08cf0b3a0092a179ba7cce86e7f1 | |
dense | 70 | reasoning | Change the black and white animal to a cat. | A black and white cat approaches a white food bowl on the floor, looking eager and curious. The cat then starts to eat or drink from the bowl, focusing intently and enjoying its meal in a bright, clean room. | videos/5631-183849543.mp4 | https://pixabay.com/videos/dog-drinking-pet-food-thirsty-5631/ | 42 | 81 | 1,280 | 720 | 16 | 6a40d4dd501959e7629548b4db8d3ab8 | |
dense | 71 | reasoning | Make the place where the man stands made by water | A lone person is seen walking along the crest of a sandbar, surrounded by shimmering turquoise water that stretches into the horizon. The gentle waves lap against the sand, emphasizing the vast tranquility and isolation of the scene, as the footprints in the damp sand trace the only evidence of recent presence. | videos/284566.mp4 | https://pixabay.com/videos/desert-dunes-sand-namibia-nature-284566/ | 42 | 81 | 1,280 | 720 | 16 | 528d07246cee9ccaff7f9217bea9f8be | |
dense | 72 | reasoning | Remove the thing that is melting | Two halves of a fresh strawberry are shown close up, their vibrant red flesh glistening under the light. The strawberries appear juicy and appetizing, with every detail of their surface texture clearly visible. | videos/275052.mp4 | https://pixabay.com/videos/strawberry-sugar-macro-wooden-board-275052/ | 42 | 81 | 1,280 | 720 | 16 | 5f04d6b56a4b1417f86ba1993c1e5615 | |
dense | 73 | reasoning | Change the animal that is swimming to a boat | A small white boat glides slowly across a calm blue lake. Its reflection shimmers on the water as it moves near the green, grassy shore. | videos/74646-553189869.mp4 | https://pixabay.com/videos/swan-bird-river-plumage-74646/ | 42 | 81 | 1,280 | 720 | 16 | 7f1fde94bc784eed03280983d8ead6b8 | |
dense | 74 | reasoning | Make the dirty animal clean | A clean bear cub stands on a grassy riverbank, curiously examining a small fish it has caught. After taking a bite, the spotless cub sits down with a piece of fish still hanging from its mouth and looks out towards the water. | videos/81698-577017258.mp4 | https://pixabay.com/videos/bear-cub-mammal-wildlife-wild-81698/ | 42 | 81 | 1,280 | 720 | 16 | 3d53cb5b7ae2d801a36403425582fe06 | |
dense | 80 | change background | Transport the scene by changing the background to a serene beach at sunrise, complete with gentle ocean waves, golden sand, and palm trees swaying lightly in the breeze, infusing the video with a warm, tranquil glow that interacts softly with the subject. | A woman is sitting at an outdoor wooden table, working on her laptop as the early morning sun casts a warm, golden glow over the scene. The table is set with a white mug, a French press with coffee, and a vase with dried flowers, while the peaceful beach setting—gentle ocean waves, golden sand, and swaying palm trees—c... | videos/203260-920602949.mp4 | https://pixabay.com/videos/woman-computer-laptop-typing-work-203260/ | 42 | 81 | 1,280 | 720 | 16 | 3cbf2d23ea6d07153f59739a521ed915 | |
dense | 81 | change background | Change the background to grass | A close-up shot shows a strawberry that has been sliced in half and generously coated with sugar crystals, set against a fresh backdrop of green grass. As the sugar slowly melts into the juicy fruit, the sparkling surface contrasts beautifully with the vibrant, natural grass background, creating a fresh and inviting sc... | videos/275052.mp4 | https://pixabay.com/videos/strawberry-sugar-macro-wooden-board-275052/ | 42 | 81 | 1,280 | 720 | 16 | 8404beb90a5da6279277cdd8cf8f36f5 | |
dense | 82 | change background | Transform the background into the surface of Mars, with red rocky terrain, distant space colonies, swirling dust storms, and a dramatic view of Earth in the sky | A teacher and four students are sitting together on the reddish, rocky surface of Mars, engaged in a study session surrounded by otherworldly terrain. Behind them, futuristic space colonies dot the horizon, swirling dust storms are visible in the distance, and a dramatic view of Earth hangs prominently in the Martian s... | videos/206779.mp4 | https://pixabay.com/videos/people-group-students-classmates-206779/ | 42 | 81 | 1,280 | 720 | 16 | 0e87707c835b9f4fa172733b1262b506 | |
dense | 83 | change background | Change the background to a surreal floating island high above the clouds, complete with lush greenery, waterfalls spilling into the sky, and distant floating land masses. Introduce soft morning sunlight and drifting mist to create a dreamy, magical atmosphere that transforms the workout into a fantastical adventure. | A woman in a pink workout outfit exercises energetically on a lush floating island high above the clouds, lifting her knees and moving her arms as if jogging in place. Surrounded by vibrant greenery, cascading waterfalls pouring into the misty sky, and distant floating land masses, she works out beneath soft morning su... | videos/293085.mp4 | https://pixabay.com/videos/woman-cardio-workout-home-fitness-293085/ | 42 | 81 | 1,280 | 720 | 16 | 72eb3b5cf33fa48be503202871f9827c | |
dense | 84 | change background | Replace the current background with a futuristic cityscape at night, illuminated by neon lights and holographic billboards, so the glass seems to be perched on the edge of a skyscraper rooftop overlooking the bustling metropolis. | A small green plant sits in a glass jar filled with water at the edge of a towering skyscraper rooftop. Behind it, a vibrant futuristic cityscape glows at night, with neon lights and holographic billboards illuminating the bustling metropolis below, casting colorful reflections onto the glass and creating an energetic,... | videos/42420-431511648.mp4 | https://pixabay.com/videos/nature-rain-plant-water-garden-42420/ | 42 | 81 | 1,280 | 720 | 16 | b8e6007a63b427b53cbf14d065c1d23a | |
dense | 90 | change color | Change the shirt from white to black | A man stands outside at sunset, now wearing a black shirt, pausing to close his eyes and take a deep breath. He clasps his hands together in front of his face, appearing thoughtful and calm as he enjoys the peaceful view of palm trees and water in the distance. | videos/171043-844787779.mp4 | https://pixabay.com/videos/man-prayer-pray-god-religion-171043/ | 42 | 81 | 1,280 | 720 | 16 | ce543f52bfc6c9bbe0b0e79340e2087b | |
dense | 92 | change color | Change the man's hair to silver color | A man with silver hair walks along a rocky beach while the waves crash gently against the shore. He pauses to pick up a stone and skips it across the water, enjoying the peaceful ocean view under the clear sky. | videos/223277.mp4 | https://pixabay.com/videos/man-walking-beach-ocean-tuscany-223277/ | 42 | 81 | 1,280 | 720 | 16 | 57bf886d55e2491d8ad4fdad6118cf6e | |
dense | 93 | change color | Transform the wooden table into a shimmering gold surface. The new surface should appear smooth, reflective, and metallic, with a rich golden hue and fine textures resembling polished gold. Add dynamic reflections and subtle gleams that shift with camera movement and lighting changes, creating a luxurious, high-end loo... | A bottle of almond milk is being poured into a clear glass cup, which sits atop a smooth, shimmering gold surface. The gold table gleams with dynamic reflections and subtle light shifts, enhancing the scattered whole almonds and creating a luxurious, high-end atmosphere against the minimalistic background. | videos/4315-178218581.mp4 | https://pixabay.com/videos/milk-bottle-pouring-organic-milk-4315/ | 42 | 81 | 1,280 | 720 | 16 | 910fc77d77e0ba0ea2699df5df8a9c97 | |
dense | 94 | change color | Change the bird's color to emerald green | A small robin with a striking emerald green chest is perched on a branch covered in green moss. The bird looks around before quickly flying away, leaving the branch empty and peaceful. | videos/21723-320725678.mp4 | https://pixabay.com/videos/robin-bird-forest-nature-spring-21723/ | 42 | 81 | 1,280 | 720 | 16 | fa26b128a2833c8153540740d6e89e0b | |
dense | 100 | change material | Change the turtle's shell material to crystal, reflecting light beautifully | A sea turtle with a dazzling crystal shell gracefully swims through clear blue water, gliding just above a rocky ocean floor. As the turtle moves smoothly and occasionally rises closer to the surface, its shell refracts and reflects sunlight in a kaleidoscope of colors, creating shimmering patterns across the ocean. | videos/244754.mp4 | https://pixabay.com/videos/turtle-ocean-tortoise-wildlife-244754/ | 42 | 81 | 1,280 | 720 | 16 | 6ed7050d26dcdbcc819c88824ea82bfb | |
dense | 101 | change material | Change the surface texture of the bird so its entire body looks as though it is sculpted from polished marble, with light-reflecting veins and a slightly translucent sheen, retaining all anatomical details and the motion of fur in the breeze. | A small bird, its entire body sculpted from polished marble with shimmering, light-reflecting veins and a gentle translucence, lands on the edge of an orange dish filled with bird food and seeds. The marble bird glimmers as it pecks at the food, subtle reflections and veining following its every motion, before swiftly ... | videos/81325-574618470.mp4 | https://pixabay.com/videos/bird-red-tailed-black-redstart-81325/ | 42 | 81 | 1,280 | 720 | 16 | 4dc4a127c78b5f6737c3da13965ba54d | |
dense | 102 | change material | Change the material of the woman's phone to a sleek, transparent design | A young woman is walking outside in a tree-lined urban area while looking at her phone, which now features a sleek, transparent design that catches the sunlight. She smiles happily as she reads a message on the futuristic device, enjoying her time on a pleasant day. | videos/83868-584870601.mp4 | https://pixabay.com/videos/woman-phone-communication-joyful-83868/ | 42 | 81 | 1,280 | 720 | 16 | 66188e12dd881b607fbc1c6a08c262a3 | |
dense | 104 | change material | Change the tree bark to look like it's made of crystal and add a magical glow around the person | A young man in a yellow jacket leans against a tree whose bark now glimmers like crystal, catching shafts of light in the peaceful, wooded area. A soft magical glow surrounds him as he stands with his arms crossed, then folds his hands together with a thoughtful expression, and finally looks down, appearing deep in tho... | videos/124390-730756801.mp4 | https://pixabay.com/videos/man-thoughts-thinking-emotion-sad-124390/ | 42 | 81 | 1,280 | 720 | 16 | 5aaad4cad6e8f1216e0d720d7ef2dd2d | |
dense | 110 | change camera pose | Video change camera pose, Change the camera pose to Pan Right | The camera slowly pans right, revealing more of the brightly lit room as the woman sits with a towel wrapped around her head. She continues gently applying a white facial mask to her face while holding a green bowl and glancing at her reflection in the mirror, the new angle giving a fuller view of her seated position a... | videos/209634.mp4 | https://pixabay.com/videos/woman-cosmetics-products-freshness-209634/ | 42 | 81 | 1,280 | 720 | 16 | 31d575c3d2ddc8bfcfc42e55f12cae82 | |
dense | 111 | change camera pose | Video change camera pose, Change the camera pose to Pan Left | The camera slowly pans left, revealing more of the room as the young woman stands quietly by the large, rustic window. Lush green foliage frames the scene, and her thoughtful gaze shifts gently, emphasizing the calm and reflective atmosphere. | videos/139997-774012678.mp4 | https://pixabay.com/videos/woman-model-style-fashion-trendy-139997/ | 42 | 81 | 1,280 | 720 | 16 | 858a1f03639ffc1807833b85d75adcfb | |
dense | 112 | change camera pose | Video change camera pose, Change the camera pose to Tilt Up | The camera tilts up from the woman’s lap to her face as she sits on a cozy couch in a softly lit room, absorbed in reading a magazine. The gentle upward movement reveals her relaxed expression and the tranquil atmosphere of the space, highlighting her calm and peaceful moment at home. | videos/124252-730508538.mp4 | https://pixabay.com/videos/girl-sofa-education-couch-book-124252/ | 42 | 81 | 1,280 | 720 | 16 | 6233a20dad8d46b3363e5075281c3d4c | |
dense | 113 | change camera pose | Video change camera pose, Change the camera pose to Tilt Down | The camera tilts down from the treetops to reveal a young man in a yellow jacket standing quietly against the trunk amidst the lush, green outdoor scenery. As the camera descends, he is shown deep in thought, shifting between crossing his arms pensively and pressing his hands together in contemplation or prayer, with t... | videos/124390-730756801.mp4 | https://pixabay.com/videos/man-thoughts-thinking-emotion-sad-124390/ | 42 | 81 | 1,280 | 720 | 16 | 20f2146f7f02f4eaecd44756bcabab69 | |
dense | 114 | change camera pose | Video change camera pose, Change the camera pose to Zoom In | The camera zooms in on the colorful bird, highlighting the intricate patterns of its bright blue, black, and orange feathers as it perches on the branch. The close-up shot captures the details of the bird’s beak as it pecks at the dark berries, and the delicate movement of the green leaves, creating an intimate view of... | videos/150874-799327601.mp4 | https://pixabay.com/videos/bird-tree-colorful-fauna-nature-150874/ | 42 | 81 | 1,280 | 720 | 16 | 6e9c8e936a22614c561182f5fbb16e9e | |
dense | 120 | add effect | Add a time-lapse effect to the sky, showing the progression of clouds. | A shiny, silver humanoid figure moves gracefully down a sunlit road lined with tall palm trees and vibrant flowering bushes. Above, the sky transforms rapidly as clouds drift and swirl in a mesmerizing time-lapse, creating a dynamic backdrop while the futuristic figure appears to be looking down and bending forward, ta... | videos/92778-637690716.mp4 | https://pixabay.com/videos/dancer-dance-dancing-street-palms-92778/ | 42 | 81 | 1,280 | 720 | 16 | ae5b6cd3e599d231ead34fa4308736cf | |
dense | 121 | add effect | Add fog in the whole video. The lions are walking through heavy fog. | Two lionesses walk together across the open grassland, their forms partially obscured by swirling heavy fog as they move in perfect sync. The camera then pans to a close-up of a twisted fallen tree, its outlines softened and shrouded by the dense mist, heightening the wild and mysterious atmosphere of the landscape. | videos/119066-716960411.mp4 | https://pixabay.com/videos/lioness-wildlife-animals-119066/ | 42 | 81 | 1,280 | 720 | 16 | 6b6e18ca4c479c50dc64bf2f8fea8089 | |
dense | 122 | add effect | Add an intense magical golden glow around the rabbit, with soft ethereal light rays emanating from behind it, creating a mystical aura. | A soft brown rabbit is lying down next to pieces of fresh broccoli and cauliflower, bathed in an intense magical golden glow. Ethereal light rays emanate from behind the bunny, creating a mystical aura that makes the scene appear enchanted and otherworldly as the calm rabbit nestles among the vegetables. | videos/204409-924209334.mp4 | https://pixabay.com/videos/rabbit-fur-animal-nature-broccoli-204409/ | 42 | 81 | 1,280 | 720 | 16 | 40eb2b9f686633b85aab1b0a4d055881 | |
dense | 123 | add effect | Adding swirling golden light trails and magical glowing fireflies drifting around the cat. | A tabby cat relaxes on an old, weathered bench, surrounded by swirling golden light trails and magical glowing fireflies drifting gently around it. As the cat stretches and grooms itself, the luminous effects twirl in the air, and when the cat hops off and walks away, the enchanting lights slowly fade, leaving the empt... | videos/176410-855480408.mp4 | https://pixabay.com/videos/cat-bench-relax-animal-nature-176410/ | 42 | 81 | 1,280 | 720 | 16 | 5184747dd303f7f7322da100a3add69c | |
dense | 124 | add effect | Dramatically transform the scene by adding animated fiery embers and gentle flame wisps subtly dancing along the edges of the rose petals, giving the impression that the flower is being ignited by magical fire without harm, creating a surreal and striking contrast of beauty and intensity. | A beautiful orange rose slowly opens its petals among vibrant green leaves, now surrounded by animated fiery embers that drift through the air. Gentle wisps of magical flames subtly dance along the edges of the rose petals, casting a surreal glow that intensifies the flower’s beauty without causing harm, as the sunligh... | videos/3654-173062443.mp4 | https://pixabay.com/videos/rose-red-rose-flower-blossom-bloom-3654/ | 42 | 81 | 1,280 | 720 | 16 | 895a4b1f41b07c3b789134d920b0e6fe | |
dense | 130 | change weather | Change the weather to a heavy snowfall | A young woman is walking down a tree-lined sidewalk as heavy snow falls all around her, blanketing the scene in white. She smiles at her phone, undeterred by the swirling flakes, clearly enjoying both the wintry weather and the message she is reading. | videos/83868-584870601.mp4 | https://pixabay.com/videos/woman-phone-communication-joyful-83868/ | 42 | 81 | 1,280 | 720 | 16 | 93293bd84a310f79f19befd6cab89940 | |
dense | 131 | change weather | Transform the scene with a surreal snowstorm effect, overlaying thick, swirling snowflakes | A fluffy brown bunny is seen resting next to fresh pieces of broccoli and cauliflower as a surreal snowstorm engulfs the scene. Thick, swirling snowflakes drift down around the calm rabbit, blanketing the vegetables and creating an enchanting winter wonderland indoors. | videos/204409-924209334.mp4 | https://pixabay.com/videos/rabbit-fur-animal-nature-broccoli-204409/ | 42 | 81 | 1,280 | 720 | 16 | 6b126f95698bfd1315f142a23160fd8c | |
dense | 132 | change weather | Introduce a sudden dramatic weather shift by layering in dynamic rain and intermittent flashes of lightning in the distant sky | A wet bear cub curiously examines and eats a small fish on the grassy riverbank as rain suddenly pours, glistening off its fur. Intermittent flashes of lightning illuminate the distant sky, and the cub pauses, sitting up with a twig hanging from its mouth, glancing around as the storm intensifies. | videos/81698-577017258.mp4 | https://pixabay.com/videos/bear-cub-mammal-wildlife-wild-81698/ | 42 | 81 | 1,280 | 720 | 16 | ebcf39580750131a6ed9f0591809501d | |
dense | 133 | change weather | Add a dramatic lightning storm in the distance, creating a sense of tension | A wooden boat with a person on board gently cruises along a calm river, leaving ripples in its wake. In the foreground, a group of ducks with ducklings watches the boat pass by from the grassy bank, while flashes of lightning illuminate dark, stormy clouds gathering in the distance, casting an electrifying tension over... | videos/130918-748586189.mp4 | https://pixabay.com/videos/boat-river-boat-ride-water-ripples-130918/ | 42 | 81 | 1,280 | 720 | 16 | fd3f58e822846c33d94bc3ff0ae1e927 | |
dense | 134 | change weather | Introduce a gentle snowfall, turning the scene into a winter wonderland | Soft white snowflakes drift down over delicate pink cherry blossoms, blanketing the tree branch in a light dusting of snow. The gentle snowfall contrasts with the blossoms, transforming the scene into a magical winter wonderland under a calm, muted sky. | videos/268528.mp4 | https://pixabay.com/videos/flowers-spring-cherry-blossoms-268528/ | 42 | 81 | 1,280 | 720 | 16 | 2dd3dcc018a95c717bb96f6ffabdf470 | |
dense | 140 | detection | detect the mask region of the butterfly. | A vibrant orange and black butterfly, now highlighted with a subtle glow, lands gently on a purple flower with a bright yellow center. As the butterfly slowly flaps its illuminated wings and sips nectar, the highlighted region makes it stand out beautifully against the lush green scenery. | videos/215569.mp4 | https://pixabay.com/videos/butterfly-flowers-animal-summer-215569/ | 42 | 81 | 1,280 | 720 | 16 | 518abc4f864dea3d49ab022c15797ef8 | |
dense | 141 | detection | detect the mask of the bee. | A close-up shot highlights a bee with a visible mask outline as it collects pollen from a vibrant pink flower. The masked bee buzzes around, its form distinctly tracked as it lands delicately on the petals and then takes off, leaving the flower gently swaying in the breeze. | videos/201969-916877893.mp4 | https://pixabay.com/videos/flower-honeybee-insect-wings-201969/ | 42 | 81 | 1,280 | 720 | 16 | cc8de599505e4cd830721bc2011f3c4a | |
dense | 142 | detection | detect the mask of the hand. | A close-up shows a hand, now highlighted with a digital mask, slowly letting fine sand slip through its fingers. The masked hand stands out as sunlight catches the tiny grains, accentuating both the delicate texture of the sand and the contours of the hand as they move. | videos/73847-549547533.mp4 | https://pixabay.com/videos/sand-hand-beach-dessert-sea-73847/ | 42 | 81 | 1,280 | 720 | 16 | dadaf896493e0ab850c9338cc041114e | |
dense | 143 | detection | detect the mask of the dog | A fluffy brown Pomeranian, highlighted with a visible mask, explores a shallow stream, dipping its paws into the clear water. Surrounded by large rocks and green moss, the dog’s outlined shape stands out as it sniffs and looks around on a cool, sunny day. | videos/130172-746395226.mp4 | https://pixabay.com/videos/dog-spitz-river-mountains-water-130172/ | 42 | 81 | 1,280 | 720 | 16 | e5c0cc2e2024d11e5ca1cfe1485735fc | |
dense | 144 | detection | detect the mask of the man's head | A young man is lying on the sandy beach, relaxing in swim trunks and holding a drone controller. His head is clearly highlighted, drawing attention to his relaxed expression as he gazes up at the sky. The next scenes show stunning aerial views of a lush, green tropical coastline with clear blue water, rocky outcrops, a... | videos/169447-841382829.mp4 | https://pixabay.com/videos/man-beach-sea-sand-tourist-169447/ | 42 | 81 | 1,280 | 720 | 16 | 784f888ae06084b5307ab6badfdb833f | |
dense | 150 | pose-to-video | A beautiful woman sits against a plain white background, wearing a simple black strap top. She looks down thoughtfully, holding a single ripe strawberry close to her shoulder. The scene has a calm and introspective mood, with the bright lighting emphasizing her serene expression and the vibrant color of the strawberry. | A beautiful woman sits in front of a plain white background, dressed in a simple black strap top. She gazes downward in thought, holding a ripe red strawberry near her shoulder, with soft, bright lighting highlighting her calm, serene expression and the vivid color of the fruit. | poses/149480-796105911.mp4 | https://pixabay.com/videos/woman-strawberry-fruit-joy-149480/ | 42 | 81 | 1,280 | 720 | 16 | 6c14174c71a63b21cf37943a0fda71b3 | |
dense | 151 | pose-to-video | A young man is lying on the sandy ground, looking up at the camera with a relaxed expression. He is shirtless, wearing blue swim trunks and a beaded necklace, and holding a remote control device, possibly for a drone. His body language suggests he is taking a break, enjoying a peaceful moment outdoors. | A young man is lying on the sandy ground, gazing up toward the camera with a relaxed and content expression. Shirtless in blue swim trunks and a beaded necklace, he holds a remote control device loosely by his side, suggesting he is enjoying a peaceful outdoor moment, possibly after flying a drone. | poses/169447-841382829.mp4 | https://pixabay.com/videos/man-beach-sea-sand-tourist-169447/ | 42 | 81 | 1,280 | 720 | 16 | 173340fa4bf848878d68fe4d0a4ddbf5 | |
dense | 154 | pose-to-video | A group of students and an adult sit together on the grass in a park, gathered around a laptop. The adult is explaining something on the screen while the students listen attentively and take notes. Trees and greenery surround them, creating a relaxed and engaging outdoor learning environment. | A group of students and an adult sit together on the grass in a lush park, surrounded by tall trees and vibrant greenery. The adult points to something on a laptop screen, engaging the students as they listen closely and jot down notes, creating an inviting and interactive outdoor classroom atmosphere. | poses/206779.mp4 | https://pixabay.com/videos/people-group-students-classmates-206779/ | 42 | 81 | 1,280 | 720 | 16 | 6951ee2e72326746ad835b2aa9b6f413 | |
dense | 160 | depth-to-video | A black SUV drives along a winding road surrounded by lush greenery and trees. The weather appears overcast, with gray skies above and the forest lining both sides of the road. In the distance, a road sign warns drivers to be cautious as the road curves sharply to the right ahead. | A black SUV travels along a winding road enveloped by dense, lush greenery and tall trees on either side. The sky is overcast and gray, enhancing the tranquil atmosphere, while a road sign in the distance cautions drivers about a sharp right curve ahead. | depths/218541.mp4 | https://pixabay.com/videos/car-road-highway-journey-dodge-218541/ | 42 | 81 | 1,280 | 720 | 16 | 60affb6ff5d7493b595cff2711c70ad3 | |
dense | 161 | depth-to-video | A quiet tree-lined path stretches into the distance, bathed in soft sunlight. Green leaves form a canopy overhead, while brown and yellow leaves are scattered across the ground. The scene feels calm and peaceful, inviting a slow walk or a moment of reflection in nature. | A tranquil, sun-dappled path winds through the forest, framed on both sides by tall trees whose green leaves create a gentle canopy overhead. Soft light filters through the branches, illuminating the brown and yellow leaves scattered on the ground, and evoking a sense of calm and peacefulness in the serene natural sett... | depths/186364-877727696.mp4 | https://pixabay.com/videos/man-bicycle-riding-leaves-trees-186364/ | 42 | 81 | 1,280 | 720 | 16 | 5ecb42b5057bda4f301ecc965206aa9c | |
dense | 162 | depth-to-video | A colorful bird perches on a branch, carefully inspecting clusters of dark purple berries around it. Its vibrant blue and orange feathers stand out against the green leaves and muted background. The bird appears to be about to peck at a berry, searching for food among the branches in this lush and peaceful natural sett... | A vibrant bird with striking blue and orange feathers perches gracefully on a branch, its colors contrasting beautifully against the lush green leaves and subdued background. It carefully inspects the clusters of dark purple berries nearby, appearing ready to peck at one as it searches for food among the branches, addi... | depths/150874-799327601.mp4 | https://pixabay.com/videos/bird-tree-colorful-fauna-nature-150874/ | 42 | 81 | 1,280 | 720 | 16 | 54f4aeff0c1ccd50186596292c8de28a | |
dense | 163 | depth-to-video | A small brown rabbit is hiding its face behind a large moss-covered rock. Its long ears are perked up, listening for any sounds around it. The rocky ground and patches of green grass create a peaceful, natural setting as the rabbit rests quietly. | A small brown rabbit hides its face behind a large moss-covered rock, blending into the peaceful, natural setting. Its long ears are perked up and alert, listening intently as it rests quietly among the rocky ground and patches of green grass. | depths/157289-814463025.mp4 | https://pixabay.com/videos/rabbit-bunny-rocks-forest-nature-157289/ | 42 | 81 | 1,280 | 720 | 16 | 01554383eccf24eb108ccc37372ce327 | |
dense | 164 | depth-to-video | A fluffy Pomeranian dog stands at the edge of a clear, shallow stream, peering curiously at the water. The sunlight glistens on the colorful rocks beneath the surface, casting shimmering reflections that dance around the dog's tiny paws. Surrounded by large mossy stones, the little dog looks cautious but intrigued, as ... | A fluffy Pomeranian dog stands cautiously at the edge of a clear, shallow stream, its tiny paws just inches from the shimmering water. Sunlight reflects off the colorful rocks beneath the surface, casting playful patterns around the dog's feet as it peers curiously into the stream, surrounded by large, mossy stones. | depths/130172-746395226.mp4 | https://pixabay.com/videos/dog-spitz-river-mountains-water-130172/ | 42 | 81 | 1,280 | 720 | 16 | a38131db486a9008fea1db55b3a7ef57 | |
dense | 170 | sketch-to-video | A wooden boat glides along a calm river, with a person at the helm and a red flag trailing at the back. On the grassy bank, several ducks, including ducklings, are exploring the edge of the water. The sun shines brightly, casting clear reflections of the boat and surrounding trees onto the water's surface. | A wooden boat glides smoothly along a calm river, guided by a person at the helm while a red flag flutters at the back. On the grassy riverbank, several ducks and their ducklings explore the water's edge as the sun shines brightly, casting vivid reflections of the boat and tall green trees onto the river’s surface. | sketchs/130918-748586189.mp4 | https://pixabay.com/videos/boat-river-boat-ride-water-ripples-130918/ | 42 | 81 | 1,280 | 720 | 16 | 644a9d713086e2adb4ac1a7ba7471a48 | |
dense | 171 | sketch-to-video | A group of small puppies are peacefully sleeping together on the wooden floor, right next to a soft striped towel. Beside them, a bright green plush octopus toy with a big, friendly smile sits on the ground. The cozy scene is calm and quiet, showing just how safe and comfortable the puppies feel in their environment. | A group of tiny puppies is nestled together on a wooden floor, all sound asleep in a close bundle. They rest right beside a soft striped towel, while a cheerful green plush octopus toy with a big smile sits nearby, adding a playful touch to the calm and comfortable scene. | sketchs/37470-414024699.mp4 | https://pixabay.com/videos/corgi-dog-puppy-pet-37470/ | 42 | 81 | 1,280 | 720 | 16 | 472355c6fcfca76f51fe7f8657b6ea8c | |
dense | 172 | sketch-to-video | A remote airstrip stretches out towards the horizon, surrounded by patches of brown grass and scattered snow. Rugged mountains with snowy peaks rise in the background, under a cloudy sky. The landscape feels vast and empty, highlighting the isolation and beauty of this wilderness setting. | A remote airstrip unfolds towards the horizon, bordered by clumps of brown grass and scattered patches of lingering snow. Towering, rugged mountains with snow-capped peaks dominate the background beneath a cloudy sky, emphasizing the vast isolation and raw beauty of this wilderness landscape. | sketchs/276047.mp4 | https://pixabay.com/videos/birds-nesting-breeding-season-276047/ | 42 | 81 | 1,280 | 720 | 16 | c1d48e6437efe301ac48c50c1b0e7188 | |
dense | 173 | sketch-to-video | Delicate pink cherry blossoms gently sway on a branch in the soft sunlight. The pastel blue sky offers a beautiful, calming backdrop for the clusters of flowers. Their petals almost shimmer, highlighting the peaceful beauty of springtime in nature. | Delicate pink cherry blossoms cluster along a slender branch, gently swaying in the soft sunlight. Against a pastel blue sky, their shimmering petals catch the light, capturing the serene beauty of springtime in nature. | sketchs/268528.mp4 | https://pixabay.com/videos/flowers-spring-cherry-blossoms-268528/ | 42 | 81 | 1,280 | 720 | 16 | ec80f3df783adf15330fce87a50d4b17 | |
dense | 174 | sketch-to-video | A person gently holds a baby crocodile in their hands. The crocodile is small and its scaly skin and sharp features are clearly visible. The background is blurred, keeping the focus on the delicate handling of the young reptile. | A person gently cradles a baby crocodile in their hands, emphasizing the care taken in holding the tiny reptile. The crocodile’s small size, scaly skin, and sharp features are in sharp focus, while the background remains blurred to highlight the delicate interaction. | sketchs/208424.mp4 | https://pixabay.com/videos/crocodile-creature-reptile-scales-208424/ | 42 | 81 | 1,280 | 720 | 16 | 67d18f3b142c53e09edb5d91e6a03339 | |
dense | 180 | combined tasks | Change the woman's slip dress to red and add a gentle snowfall effect | A young woman dressed in a striking red spaghetti strap dress stands by an old, rustic window, surrounded by lush green plants outside. Gentle snowflakes drift down around her as she looks downwards thoughtfully, with sunlight softly illuminating her face and highlighting her elegant earrings and ring. | videos/139997-774012678.mp4 | https://pixabay.com/videos/woman-model-style-fashion-trendy-139997/ | 42 | 81 | 1,280 | 720 | 16 | 00ed6a5f77b47b9cf68c90ca7aa21e53 | |
dense | 181 | combined tasks | Remove the bee and change the whole flower's five petals to red | A close-up shot highlights a delicate flower with five vibrant red petals swaying gently in the breeze. The center of the flower is clearly visible and undisturbed, with no bee present, while the camera lingers on the rich colors and graceful movement of the flower. | videos/201969-916877893.mp4 | https://pixabay.com/videos/flower-honeybee-insect-wings-201969/ | 42 | 81 | 1,280 | 720 | 16 | eefa71dc7ba5535dbe78e8b06d24feed | |
dense | 182 | combined tasks | Replace the current background with a dense, lush green forest scene featuring tall trees and rich foliage, and overlay a realistic rainy effect with visible raindrops falling gently, slight mist, and wet surfaces to enhance the atmosphere. | A man stands quietly on a balcony, looking thoughtful as he gazes out over a dense, lush green forest filled with tall trees and rich foliage. Gentle raindrops fall steadily, creating a misty atmosphere and leaving wet surfaces as he closes his eyes, then clasps his hands together and looks upward in deep contemplation... | videos/171043-844787779.mp4 | https://pixabay.com/videos/man-prayer-pray-god-religion-171043/ | 42 | 81 | 1,280 | 720 | 16 | ac948fb5d48165854f0da66bee215c4d | |
dense | 183 | combined tasks | Remove the green toy and change the carpet to green color | A group of adorable puppies are peacefully sleeping together in their cozy pen. They rest comfortably on a soft, green carpet that adds a fresh and soothing touch to their naptime. | videos/37470-414024699.mp4 | https://pixabay.com/videos/corgi-dog-puppy-pet-37470/ | 42 | 81 | 1,280 | 720 | 16 | 0d765328167c6e01ad26b76c8cbdb3b4 | |
dense | 184 | combined tasks | Change the sunny day to a rainy day and remove the mountains in the background. | The video captures a peaceful time lapse of rainfall gently showering over a thick blanket of clouds rolling across the landscape. As raindrops blur the view, the sky shifts from a muted gray to deep blue and purple tones, casting a cool, moody glow over the misty forest below, with no mountains visible in the backgrou... | videos/260397.mp4 | https://pixabay.com/videos/fog-sun-sunshine-mist-ripe-260397/ | 42 | 81 | 1,280 | 720 | 16 | 31d2bfd2122e55918034d69619cc9a25 | |
ours25 | 0 | add object | Add a small golden crown with delicate jewels on top of the girl's head, ensuring it is centered, slightly tilted in a natural way, detailed with ornate patterns, and seamlessly blended with her hairstyle so it looks realistic. | A young woman stands outside in front of a blurred urban background, wearing a light green sweatshirt and carrying a light-colored bag. Atop her head rests a small, ornate golden crown adorned with delicate jewels, seamlessly integrated with her hairstyle and tilted slightly for a natural, regal touch. She begins with ... | videos/174008-850361316.mp4 | https://pixabay.com/videos/woman-smile-communication-gesture-174008/ | 42 | 81 | 1,280 | 720 | 16 | 6a59acca452dc9b09ad4c6a51f27eaf6 | |
ours25 | 2 | add object | Add a glowing halo above the woman's head. The halo should be a perfectly circular, semi-transparent ring of golden-white light, hovering a few inches above her head and following her movements naturally. It should emit a soft, radiant glow with subtle pulsing and light bloom effects, casting a gentle warm illumination... | A woman in a purple and white summer dress stands on a rocky pier by the ocean, smiling and enjoying the sunny day. Above her head, a perfectly circular, semi-transparent golden-white halo hovers, pulsing gently and radiating a soft glow that casts a warm illumination over her hair and shoulders as it moves naturally w... | videos/85212-590779450.mp4 | https://pixabay.com/videos/woman-model-pier-walk-ocean-sea-85212/ | 42 | 81 | 1,280 | 720 | 16 | aba647ce0fc92825277464c107078b11 | |
ours25 | 4 | add object | Add a realistic white button-up shirt on the man in the video. The shirt should fit naturally to his body shape and posture, with visible fabric folds, seams, and slight movement that reacts to his motion. Use a soft, breathable cotton texture with subtle shading and highlights to reflect the scene's lighting. | A man stands on a draped platform in a dimly lit room, now dressed in a realistic white button-up shirt over his black shorts. The cotton shirt fits naturally to his body as he strikes a classical pose holding a round object, with visible fabric folds and subtle movement reacting to his posture; soft highlights and sha... | videos/29329-374868337.mp4 | https://pixabay.com/videos/sport-olympia-man-body-building-29329/ | 42 | 81 | 1,280 | 720 | 16 | cd83c67e097c5aed6b7060c54907fa76 | |
ours25 | 10 | remove object | Remove the black car from the video | A winding road stretches through a landscape of lush green trees and grassy hills. The road is bordered by guardrails, and a warning sign ahead indicates a curve or potential hazard on the route. | videos/218541.mp4 | https://pixabay.com/videos/car-road-highway-journey-dodge-218541/ | 42 | 81 | 1,280 | 720 | 16 | 857b0da122a73411bae8dc24f02d98b7 | |
ours25 | 11 | remove object | Remove the floor lamp in the background entirely from the video, ensuring that the wall and the paintings behind it are seamlessly reconstructed to create a natural, uncluttered look. | A woman sits comfortably on a sofa, reading a magazine or brochure in her hands. The cozy setting features a soft blanket and tasteful wall art, creating a calm and inviting atmosphere with an uncluttered, open background. | videos/124252-730508538.mp4 | https://pixabay.com/videos/girl-sofa-education-couch-book-124252/ | 42 | 81 | 1,280 | 720 | 16 | d67ce56cbd09afbc3b965c85d5883866 | |
ours25 | 12 | remove object | Remove all background people, including the blurred figures and anyone not in sharp focus, so that only the smiling girl in traditional clothing remains against a perfectly clear sky background. | A young girl dressed in traditional clothing and a colorful floral headband stands alone outside on a sunny day, framed by a perfectly clear sky. She looks surprised and happy as she covers her mouth with both hands, her joyful reaction emphasized by the serene and unobstructed background. | videos/65133-512069343.mp4 | https://pixabay.com/videos/girl-attire-ribbons-outfit-holiday-65133/ | 42 | 81 | 1,280 | 720 | 16 | 8950b1f17fe9ac5b051bb6cbd9157787 | |
ours25 | 13 | remove object | Remove the chair in the background | A shirtless man in black shorts stands on a platform covered with a draped cloth in a dimly lit room, striking a pose reminiscent of a classical statue. The background is simple, with bare walls and a shelf, and some furniture, creating an artistic and contemplative atmosphere, now noticeably without the chair that was... | videos/29329-374868337.mp4 | https://pixabay.com/videos/sport-olympia-man-body-building-29329/ | 42 | 81 | 1,280 | 720 | 16 | b1ddff93ca93f220523acfba1ed1b8d1 | |
ours25 | 20 | change object | Replace the stop sign with a green go sign | A bright green go sign stands tall against a vivid blue sky filled with fluffy white clouds. The scene feels calm and open, with the go sign clearly visible in the foreground and the vast sky stretching out behind it. | videos/52430-468806577.mp4 | https://pixabay.com/videos/stop-sign-clouds-sky-warning-road-52430/ | 42 | 81 | 1,280 | 720 | 16 | 789e370340bb665388ee2253f686ef21 | |
ours25 | 21 | change object | Replace the white figure in the video with a highly detailed, humanoid dancing robot. The robot should have sleek metallic surfaces with articulated joints, LED lights glowing softly in blue and white accents, and smooth fluid movements synchronized with the original figure's dance motions. | A highly detailed, humanoid dancing robot glides down a sunny street lined with tall palm trees and vibrant flowering bushes. Its articulated joints and sleek metallic surfaces gleam in the sunlight, while soft blue and white LED lights pulse along its limbs, mirroring its smooth, fluid dance movements in perfect rhyth... | videos/92778-637690716.mp4 | https://pixabay.com/videos/dancer-dance-dancing-street-palms-92778/ | 42 | 81 | 1,280 | 720 | 16 | e94ed4570004832c82737e4801bd7e24 | |
ours25 | 22 | change object | Replace the green bowl with a mystical crystal orb | A woman is standing in a bright room with a towel wrapped around her head, applying a white facial mask to her face. She carefully spreads the mask with her fingers while holding a mystical crystal orb, taking time for her skincare routine in front of a mirror. | videos/209634.mp4 | https://pixabay.com/videos/woman-cosmetics-products-freshness-209634/ | 42 | 81 | 1,280 | 720 | 16 | af2ef95cc9b1ca89f795092df19d1d7e | |
ours25 | 23 | change object | Replace the strawberry in the video with a small, animated dragon. The dragon should be about the same size as the strawberry, with detailed scales, expressive eyes, and delicate wings. | A woman sits against a plain white background, holding a small, animated dragon close to her shoulder and looking down thoughtfully at the creature. She then brings the dragon to her mouth, smiling as it perches on her hand and flutters its delicate wings, before she looks directly at the camera, still smiling as the d... | videos/149480-796105911.mp4 | https://pixabay.com/videos/woman-strawberry-fruit-joy-149480/ | 42 | 81 | 1,280 | 720 | 16 | 623f025b3b910003db12df4639425601 | |
ours25 | 24 | change object | Replace the woman's dress with a detailed superhero costume. The costume should be form-fitting and made of high-tech fabric with a mix of matte and glossy textures, featuring bold colors like deep red and navy blue, with metallic accents and a distinctive emblem on the chest. | A woman wearing a striking, form-fitting superhero costume adorned in deep red and navy blue stands confidently on a stone walkway by the ocean, her outfit shimmering with metallic accents and a bold emblem gleaming on her chest. Large sunglasses frame her face as she smiles at the camera, occasionally raising her arm ... | videos/85212-590779450.mp4 | https://pixabay.com/videos/woman-model-pier-walk-ocean-sea-85212/ | 42 | 81 | 1,280 | 720 | 16 | a0ecd2046b17af7a863443f0612a8bfe | |
ours25 | 30 | stylization | Transform the entire video to resemble a vivid oil painting, enhancing the textures and brush strokes for a painterly effect | A bottle of almond milk is gracefully poured into a clear glass mug, all rendered in bold, vivid oil painting strokes that bring out rich textures and vibrant colors. The creamy almond milk flows amidst expressive brush marks, with the whole almonds and wooden table now appearing as textured, painterly elements, giving... | videos/4315-178218581.mp4 | https://pixabay.com/videos/milk-bottle-pouring-organic-milk-4315/ | 42 | 81 | 1,280 | 720 | 16 | e4079e2f09eca99adbd3aafd2e652b93 | |
ours25 | 31 | stylization | Transform the video into a hand-drawn animation style, replace the realistic elements with soft, pastel colors, gentle sketch lines, watercolor-style textures, and animated background details that move subtly to create a magical, dreamy atmosphere throughout the video. | A whimsical butterfly, illustrated with soft orange and black pastel hues and delicate sketch lines, flutters gracefully onto an enchanting purple blossom with a gentle yellow core. Watercolor-style greenery sways gently in the dreamy, animated background, as the butterfly slowly fans its wings and gathers nectar, imbu... | videos/215569.mp4 | https://pixabay.com/videos/butterfly-flowers-animal-summer-215569/ | 42 | 81 | 1,280 | 720 | 16 | 9935d7e1188df4878f5c13c89ac1dbbd | |
ours25 | 32 | stylization | Transform the video into a whimsical stop-motion claymation: Make all visual elements appear as if sculpted from colorful modeling clay, with fingerprints and slight imperfections visible in every frame. | A ginger and white clay cat, complete with visible sculpting fingerprints, sits atop a vibrant, slightly uneven clay wooden fence. The cat gingerly grooms its textured fur, while a backdrop of lush, handcrafted green clay leaves creates a whimsical and playful, stop-motion world. | videos/95536-645704509.mp4 | https://pixabay.com/videos/cat-feline-whiskers-pet-animal-95536/ | 42 | 81 | 1,280 | 720 | 16 | 76b89a40d601f3904f8bedd382a14ace | |
ours25 | 33 | stylization | Reimagine the video as a vintage 1920s silent film by desaturating the colors to sepia tones, adding film grain and scratches, inserting stylish intertitles for dramatic moments, and using speed-ramping to mimic the choppy framerate of early cinema, while overlaying a subtle vignette and piano soundtrack for authentici... | In sepia-toned frames evoking the charm of early cinema, a small brown rabbit moves with jittery, playful motions among mossy rocks, its cautious glances and gentle grooming punctuated by dramatic title cards such as “A Moment of Suspense!” and “A Careful Watcher.” The scene flickers beneath film grain and vintage scra... | videos/157289-814463025.mp4 | https://pixabay.com/videos/rabbit-bunny-rocks-forest-nature-157289/ | 42 | 81 | 1,280 | 720 | 16 | c1edfe34fc233a519d8f8df6a5c3d44f | |
ours25 | 34 | stylization | Transform the entire visual style of the video using a hand-drawn watercolor animation effect, replace all realistic textures with flowing brush strokes, soft blending, and organic edge bleeding | A black and white dog, now rendered in soft watercolor strokes, eagerly bounds toward a loosely outlined white bowl on a gently washed floor. The scene’s hand-drawn brushwork captures the dog’s playful sniffing and joyful eating, with colors subtly bleeding into one another, all set within a luminous, cozy indoor space... | videos/5631-183849543.mp4 | https://pixabay.com/videos/dog-drinking-pet-food-thirsty-5631/ | 42 | 81 | 1,280 | 720 | 16 | ced4efe253030d175742ab083fd50181 | |
ours25 | 70 | reasoning | Change the black and white animal to a cat. | A black and white cat approaches a white food bowl on the floor, looking eager and curious. The cat then starts to eat or drink from the bowl, focusing intently and enjoying its meal in a bright, clean room. | videos/5631-183849543.mp4 | https://pixabay.com/videos/dog-drinking-pet-food-thirsty-5631/ | 42 | 81 | 1,280 | 720 | 16 | d06dcc1461d2a1e9647b05a05e3e4d92 | |
ours25 | 71 | reasoning | Make the place where the man stands made by water | A lone person is seen walking along the crest of a sandbar, surrounded by shimmering turquoise water that stretches into the horizon. The gentle waves lap against the sand, emphasizing the vast tranquility and isolation of the scene, as the footprints in the damp sand trace the only evidence of recent presence. | videos/284566.mp4 | https://pixabay.com/videos/desert-dunes-sand-namibia-nature-284566/ | 42 | 81 | 1,280 | 720 | 16 | 20f4e10686b02cde3e3716aec88c2701 | |
ours25 | 72 | reasoning | Remove the thing that is melting | Two halves of a fresh strawberry are shown close up, their vibrant red flesh glistening under the light. The strawberries appear juicy and appetizing, with every detail of their surface texture clearly visible. | videos/275052.mp4 | https://pixabay.com/videos/strawberry-sugar-macro-wooden-board-275052/ | 42 | 81 | 1,280 | 720 | 16 | 5cde33265469ae55f28f26377d403854 | |
ours25 | 73 | reasoning | Change the animal that is swimming to a boat | A small white boat glides slowly across a calm blue lake. Its reflection shimmers on the water as it moves near the green, grassy shore. | videos/74646-553189869.mp4 | https://pixabay.com/videos/swan-bird-river-plumage-74646/ | 42 | 81 | 1,280 | 720 | 16 | 1f7144b3d3ec58e88e41e4c20a9ca676 | |
ours25 | 74 | reasoning | Make the dirty animal clean | A clean bear cub stands on a grassy riverbank, curiously examining a small fish it has caught. After taking a bite, the spotless cub sits down with a piece of fish still hanging from its mouth and looks out towards the water. | videos/81698-577017258.mp4 | https://pixabay.com/videos/bear-cub-mammal-wildlife-wild-81698/ | 42 | 81 | 1,280 | 720 | 16 | db0ba51be9933f79afc291408fa3a1ae | |
ours25 | 80 | change background | Transport the scene by changing the background to a serene beach at sunrise, complete with gentle ocean waves, golden sand, and palm trees swaying lightly in the breeze, infusing the video with a warm, tranquil glow that interacts softly with the subject. | A woman is sitting at an outdoor wooden table, working on her laptop as the early morning sun casts a warm, golden glow over the scene. The table is set with a white mug, a French press with coffee, and a vase with dried flowers, while the peaceful beach setting—gentle ocean waves, golden sand, and swaying palm trees—c... | videos/203260-920602949.mp4 | https://pixabay.com/videos/woman-computer-laptop-typing-work-203260/ | 42 | 81 | 1,280 | 720 | 16 | a56e7688c7acd9ae4ba6fe9b2b889c48 | |
ours25 | 81 | change background | Change the background to grass | A close-up shot shows a strawberry that has been sliced in half and generously coated with sugar crystals, set against a fresh backdrop of green grass. As the sugar slowly melts into the juicy fruit, the sparkling surface contrasts beautifully with the vibrant, natural grass background, creating a fresh and inviting sc... | videos/275052.mp4 | https://pixabay.com/videos/strawberry-sugar-macro-wooden-board-275052/ | 42 | 81 | 1,280 | 720 | 16 | 86019a048d9a877497fb61725d254704 | |
ours25 | 82 | change background | Transform the background into the surface of Mars, with red rocky terrain, distant space colonies, swirling dust storms, and a dramatic view of Earth in the sky | A teacher and four students are sitting together on the reddish, rocky surface of Mars, engaged in a study session surrounded by otherworldly terrain. Behind them, futuristic space colonies dot the horizon, swirling dust storms are visible in the distance, and a dramatic view of Earth hangs prominently in the Martian s... | videos/206779.mp4 | https://pixabay.com/videos/people-group-students-classmates-206779/ | 42 | 81 | 1,280 | 720 | 16 | 8b202ff227ada35dd0cb1ba7855d27d1 | |
ours25 | 83 | change background | Change the background to a surreal floating island high above the clouds, complete with lush greenery, waterfalls spilling into the sky, and distant floating land masses. Introduce soft morning sunlight and drifting mist to create a dreamy, magical atmosphere that transforms the workout into a fantastical adventure. | A woman in a pink workout outfit exercises energetically on a lush floating island high above the clouds, lifting her knees and moving her arms as if jogging in place. Surrounded by vibrant greenery, cascading waterfalls pouring into the misty sky, and distant floating land masses, she works out beneath soft morning su... | videos/293085.mp4 | https://pixabay.com/videos/woman-cardio-workout-home-fitness-293085/ | 42 | 81 | 1,280 | 720 | 16 | b9c96aec9b26e6ccfe1cf0974586c908 | |
ours25 | 84 | change background | Replace the current background with a futuristic cityscape at night, illuminated by neon lights and holographic billboards, so the glass seems to be perched on the edge of a skyscraper rooftop overlooking the bustling metropolis. | A small green plant sits in a glass jar filled with water at the edge of a towering skyscraper rooftop. Behind it, a vibrant futuristic cityscape glows at night, with neon lights and holographic billboards illuminating the bustling metropolis below, casting colorful reflections onto the glass and creating an energetic,... | videos/42420-431511648.mp4 | https://pixabay.com/videos/nature-rain-plant-water-garden-42420/ | 42 | 81 | 1,280 | 720 | 16 | bc1cca27c3ac87ba4b0f3b051e7cb122 |
End of preview. Expand in Data Studio
PoCoAttn on Bernini: EditVerseBench generations
Videos generated by Bernini (ByteDance, instruction-based video editing, v2v) on 73 cases of EditVerseBench with four self-attention backends: dense FlashAttention-3 and three sparse attentions. 292 videos, 73 per arm; 1280x720, 81 frames at 16 fps, H.264.
| arm | self-attention on the sparse steps |
|---|---|
dense |
FlashAttention-3, full attention (Bernini as released) |
ours25 |
PoCoAttn, 25% of the query-key pairs computed |
ours15 |
PoCoAttn, 15% of the query-key pairs computed |
sol |
Sol-Attn's released kernel: tau 1.0, diag threshold, Morton order per video segment |
Every sparse arm keeps steps 0-7 of 40, layer 0 and all cross-attention dense. All arms share the seed, so the videos of one case differ only through the attention.
Setting
- Model:
ByteDance/Bernini-Diffusersat revisionb988d6af97714041e0d21a31d4faff5ac42bac09, codebytedance/Berniniate6c2cf1, task v2v with the flags of itsscripts/bernini/run_v2v.sh: UniPC, source/target id RoPE, 40 steps, flow shift 5, guidancevae_txt_vit_wapg(omega_txt 4.0, omega_tgt 0.5, omega_img 1.25, omega_vid 1.25, omega_scale 0.75, planning_step 25, vit_txt_cfg 1.2, vit_img_cfg 1.0, vit_denoising_step 5, eta 0.5), the editing system prompt ("You are a helpful assistant specialized in video editing.") and Wan's negative prompt; 720p (max_image_size 1280), 81 frames, 16 fps, seed 42, no prompt enhancement. 8 H100 GPUs, Ulysses sequence parallel 8. - Cases: EditVerseBench's horizontal single-video cases whose 720p resize lands on one latent grid (21 x 45 x 80): 73 of its 80 (keys 1, 3, 14, 91, 103 and 152 are 4096x2160, key 153 is 864x480), 16 edit types.
- Prompt:
instructionis EditVerseBench's<text>without its leading<video1>tag, the text Bernini received;target_promptis EditVerseBench's description of the edited video (its text-alignment metrics use it). - Input:
input_videois the EditVerseBench video the model edited.videos/<id>.mp4is a Pixabay source video (source_videolinks its page; the sources are not included here, as EditVerseBench does not include them either);depths/,poses/andsketchs/are EditVerseBench's condition videos of its *-to-video cases.
Files
<arm>/<key>.mp4: the arm's generation of EditVerseBench case<key>.metadata.csv: one row per video:file_name,arm,key,edit_type,instruction,target_prompt,input_video,source_video,seed,num_frames,width,height,fps,md5.
License
For noncommercial research purposes only; see LICENSE.
instruction,target_prompt,edit_typeandinput_videocome from EditVerseBench, (c) 2025 Adobe Inc. and its licensors, under the Adobe Research License (its text is in LICENSE).- The videos are derived from EditVerseBench's inputs and their Pixabay sources, so they carry the same restriction.
References
- EditVerse / EditVerseBench: arXiv 2509.20360
- Bernini: arXiv 2605.22344
- Sol-Attn: arXiv 2607.24027
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