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1
Attributes
Counting and Layout: A table is placed from a top-down view with 7 red strawberries and 3 blue macarons. The strawberries are arranged in a semi-circle around the plate, and the macarons are arranged vertically on the right side of the plate. The requirements are accurate quantity, accurate color matching, and no misco...
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2
Scene
A gas station in a post-apocalyptic wasteland. A modified pickup truck is covered in rust, its windshield shattered, and a skull-shaped sunglasses on the driver's seat reflect the sunlight. A crow stands on one leg on the roof, its wings folded. In the distance, sand dunes undulate, and the setting sun casts a long, th...
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A handsome man walks lightly on the clouds, the cloud surface as soft as cotton and leaving slight marks. In the distance, a floating island grows a solitary tree with correct perspective. The overall pinkish-purple system is consistent, the fog layers are natural, the edges are not blurred or dissolved, the fantasy se...
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Macro high-speed freeze-frame: The chameleon's tongue pops out instantly to capture flying insects, and the mucus at the tip of the tongue produces realistic highlights and silky textures; the insect's wings are translucent, with clear wing veins and no fusion errors, and the background has a very shallow depth of fiel...
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5
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The figures walk in the same direction across the soft snow, with footprints of roughly the same depth and reasonable stride; the force distribution from heel to toe is visible, and the snow is compressed to form raised edges; the ambient lighting makes the shadows and highlights conform to the terrain undulations, wit...
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Macro photography of sunflowers and bees: a bee rests on a sunflower head to collect nectar; its wings are transparent with visible veins and natural reflections; the details of the down and legs are clear; the stamens are distinct and have a powdery texture; the depth of field is well controlled, making the subject sh...
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7
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Low-angle near shot of a wet asphalt street after rain at night. Puddles mirror streetlights and building façades with correct geometry; subtle ripples only, no smeared edges. Reflections reveal continuous tire tracks and gritty aggregates; avoid AI-like repeating patterns.
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8
Layout
Three-panel storyboard on a night overpass. Panel 1: long shot neon and car light trails. Panel 2: mid shot of the character under a sign “Bridge  天桥” with clear hierarchy. Panel 3: close-up of teary yet restrained eyes, background text blurred but still recognizable. Require plausible long-exposure logic, natural grai...
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Comic: university studio with a notice “CRITIQUE TODAY 今日评图,” clear weight hierarchy. Students gather in a circle with varied expressions. The protagonist grips a brush nervously; fingertips blanch. Require realistic paper/canvas materials, accurate text, circular compositional relationship, and stress balanced by supp...
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10
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Real scene · post-rain rainbow: After the rain, a full-arc rainbow appears with smooth seven-color gradients and no banding; puddles on the ground reflect the sky, and distant buildings/treeline are softly veiled by damp haze without noisy artifacts. Requirements: consistent lighting and shadow direction; natural aeria...
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11
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Real scene · historic architecture detail: Edinburgh Castle under snow, with distinct chisel marks on stones and varied snow accumulation and melt streaks; a flag flutters lightly, and shadows/reflections follow low-angle winter sunlight. Requirements: output 480p/1080p/4K. At the entrance, a brass historical plaque sh...
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A transparent storage box contains 6 batteries, with 2 in the small compartment and 4 in the large compartment; the box must be made of genuine transparent material, with a clear compartmental structure, accurate quantity, and an easily identifiable hierarchical relationship.
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13
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Four-model runway lineup: from near to far, outfits show metallic gown, sheer tulle layering, tweed suit, leather trench. Require correct perspective, consistent gait; distinct material rendering; no limb distortions.
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Character skin concept “Frost Knight”: full armor with frost-etched relief, cape edges frozen and translucent. Require clear metal vs ice materials with plausible reflections; heroic stance not stiff; cold fog battlefield background; no branding.
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15
Layout
Parkour city level concept: rooftop route with ziplines and vents, finish at neon-sign platform. Require clear route logic; feasible distances/heights; distinct materials (concrete/metal/glass); readable start/end labels.
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1970s film-grain road movie still: sunset two-lane highway, a vintage car approaching from afar. Require natural film grain and mild color cast; strong leading-line perspective; long shot; period-appropriate elements without real place names.
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17
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Spy thriller airport hall: character walks fast with luggage, CCTV screens show corridor views (fictional UI). Require motion blur consistent with shutter; readable CCTV UI typography;合理 perspective and crowd layout.
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In the first rays of Parisian sunlight, the Eiffel Tower is bathed in a soft, golden glow. In the distance, morning mist swirls over the Seine, reflecting the tower's silhouette on the water's surface. The photograph employs a high-resolution style, emphasizing the details and texture of the metal structure under natur...
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19
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Sea adventure deck still: waves crash against the ship, person grips rope to balance. Require realistic spray and foam; accurate contact interaction and forces; wide-angle slight Dutch tilt to emphasize instability.
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Three-panel composition: The theme is "Farewell on a Rainy Night." Panel 1: Long shot, neon lights and rain outside the station, the figure occupies less than 10% of the frame height, using leading lines (platform edge) pointing to the exit; Panel 2: Medium shot, the protagonist looks back with an umbrella, the umbrell...
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21
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Pop art-style urban street scene where clothing, billboards, and cars all employ Ben-Day dots and highly saturated pure colors, maintaining a cohesive style.
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22
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Impressionist style afternoon café, loose brushstrokes, juxtaposed colors, trembling light and shadow, characters and buildings are handled in Monet's style.
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23
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Picasso Blue Period style street performers, dominated by cool tones, thin and melancholic figures, somber strokes, overall mood and form are unified.
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24
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Victorian era scientific illustration style insect guide, beetle anatomy, label text, background paper all imitating 19th century copperplate engraving style.
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Five small metal sculptures in different shapes (sphere, cube, pyramid, cylinder, torus), colored silver, gold, copper, rose gold, and black, with diameters or side lengths ranging from 5 cm to 10 cm.
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26
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Nine different fruits: apple (red, round), banana (yellow, crescent), orange (orange, round), grape (purple, oval), strawberry (red, heart-shaped), lemon (yellow, oval), pineapple (brown, polygonal), watermelon (green, round), cherry (red, round), all sized to real-world proportions.
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27
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A display case contains four jewelry boxes of different materials and colors: square (red), circular (blue), rectangular (green), triangular (yellow), sized to hold rings or earrings.
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Ten hat styles: round brim, wide-brim, beret, baseball cap, top hat, straw hat, bucket hat, military cap, flat cap, brimless; colors include red, blue, green, yellow, purple, orange, black, white.
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29
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A basket filled with fruits: apple (red, round), pear (green, obovate), peach (pink, heart-shaped), lemon (yellow, oval), grape (purple, round), strawberry (red, heart-shaped); realistic proportions.
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30
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Five flower types: rose (red), tulip (purple), sunflower (yellow), peony (pink), lily (white); each with distinct petal count/shape; realistic size.
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31
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Six stamp designs themed on historical figures, landscapes, flora/fauna, architecture, artworks, festivals; shapes: rectangle, circle, triangle, hexagon, oval, diamond; vibrant colors.
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Eight musical instruments: guitar (wood tone), piano (black), violin (burgundy), drum (gold), flute (white), harp (silver), saxophone (copper), gong (bronze); scaled-down but proportionally accurate.
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Under stage lighting, an actor stands at center stage, body leaning slightly forward, gaze deep and fixed ahead, brows gently furrowed, lips pressed together, facial muscles tense, emotion conveyed through eyes and expression
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On an icy surface, a penguin glides rapidly, body leaning forward close to the ice, flippers spread to the sides for balance, eyes bright and facing ahead, movements smooth and lively
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35
Layout
Based on the Chinese Monkey King, a set of 9 Spring Festival-themed emojis has been designed, with a background of Chinese red and a gold patterned border. The images are arranged in a 9-grid layout: ① Holding his golden cudgel to wish someone a Happy New Year; ② Throwing a red envelope, wishing someone prosperity; ③ E...
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A doctor wearing gloves takes a patient’s pulse; three fingers lightly press the wrist, causing slight skin indentation, and glove texture deforms with motion.
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A girl offers a bouquet to her teacher; stems cradled in both hands, petals facing up, teacher reaches out—fingertips about to make contact.
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Two people play tug-of-war, each gripping opposite ends of a thick rope; palms wrap around it, bodies lean back, rope taut from tension.
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A student in an exam hall looks up anxiously at the wall clock, then back down at the test paper—time pressure conveyed through shifting gaze.
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An owl perches on a branch at night, its eyes reflecting moonlight as it stares at a mouse rustling below—wings still, visual lock maintained silently.
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41
Actions
A brown-haired, big-eyed climber grips a rock hold with his right hand, his left foot firmly planted on the foothold, his body weight close to the rock face, and his other hand probing for a new landing spot above, his entire body tense.
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A golfer swings to strike the ball—backswing, downswing, and follow-through executed seamlessly, full torso rotation, clear weight shift—motion fluid and unified.
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43
Layout
Viewed from an angled top-down perspective in the entryway, two gloves lie side by side on the cabinet, the left glove slightly forward on the left, the right glove slightly farther back, fingertips aligned in the same direction, palms resting flat with subtle shadows indicating depth
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Viewed straight on in the gallery, three paintings of identical size hang horizontally, spacing between them equal to their width, the group centered on the wall, lower edges aligned, the center painting appearing slightly larger due to perspective
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Viewed from the play area entrance, floor mats cover the ground, a block bin placed on the left and a toy basket on the right, a slide centered toward the back partially obscured by foreground items, activity paths clearly separated
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46
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The kitchen adopts an L-shaped layout: the sink is under the window, the stove is along the adjacent wall, and the refrigerator is on the outside corner of the L, forming an efficient work triangle with reasonable spacing between them
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47
Layout
In the bedroom, the double bed is centered against the back wall, with bedside tables on either side, and the wardrobe is placed perpendicular to the foot-end wall, with its opening direction not conflicting with the bed for smooth movement lines.
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Layout
In the gym, strength-training equipment is placed against walls in designated zones, cardio treadmills face the TV wall, and a 2-meter safety buffer zone separates the areas to prevent interference.
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In the home theater, the projector screen is mounted on the main wall; the sofa set is centered 4 meters away; left and right speakers form an equilateral triangle with the listening position, and the subwoofer is placed in a front corner.
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In the photo studio, seamless backdrop paper extends from ceiling to floor; lighting stands illuminate from left and right at 45-degree angles; the model stands centered on the paper without stepping on or wrinkling the edges.
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The swimming pool’s shallow and deep zones are color-coded; the diving platform is at the far end of the deep zone; lifeguard chairs are positioned at diagonal elevated corners with full-pool visibility.
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The cherry blossom branches are made of brown express delivery paper tubes, with pink toilet paper roll cores cut into petals pasted on the branches, thin and fluffy; the whole thing is full of spring, and the paper texture and soft shape create a strong material contrast.
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53
Relations
The exterior of tech park office buildings: one side features large glass facades reflecting blue skies and clouds; the other side is a green plant wall, adding ecological elements.
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Relations
Inside an eggshell are semi-coagulated egg white and a golden yolk, placed at the center of a white porcelain dish, with fine cracks along the shell edge.
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Attributes
The coconut has a hard shell, filled inside with sweet coconut water and a straw inserted; the cut reveals white coconut flesh.
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The silkworm cocoon is densely wrapped in white silk threads around the pupa, placed on mulberry leaves, with some cocoons showing rupture holes.
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57
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Three incense sticks burn inside the censer; ash accumulates at the bottom of the copper chamber, with thin smoke rising without spilling over.
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A farmer bends over planting rice seedlings in a summer paddy field that reflects the blue sky, with distant green mountains and a straw hat shielding from the blazing sun.
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A crew member inspects mooring lines on the deck of an ocean-going cargo ship; waves crash against the hull, seagulls fly in the distance, and the sky is overcast, threatening rain.
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60
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An archaeologist excavates pottery shards at a Maya ruin; a brush gently sweeps away soil, surveying equipment stands nearby, and jungle surrounds the site.
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A sunken library lies on the ocean floor, its shelves formed from coral, books preserved in waterproof parchment scrolls; merfolk scholars read ancient texts illuminated by bioluminescent jellyfish held in their hands.
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A memory recycling station sorts and stacks forgotten human relics: childhood toys, first-love letters, deleted photos; an attendant uses tweezers to place fragments into crystal vials for sale.
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The classical music conductor raises his baton, the orchestra waits in silence to begin, his wrist hovering in the air, the cuffs revealing the worn lining of his formal attire.
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Russian culture theme, panoramic snowy exterior of the Winter Palace in Saint Petersburg, deep snow covering the square and rooflines, Baroque façade lavish with clear details of mint-green walls, white columns, and gold ornamentation, window frames and reliefs sharpened by reflected snowlight, cold gray sky with fine ...
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Brazilian culture theme, high vantage panorama of Rio de Janeiro with Christ the Redeemer overlooking the city, statue with outstretched arms dominating the foreground, visible weathered stone texture, dense city blocks spreading to the bay, Sugarloaf Mountain and surrounding ridgelines clearly defined, ocean with blue...
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Dutch culture theme, pastoral wide view of tulip fields in full bloom, neat parallel bands of fields stretching to the horizon, vivid blocks of red, yellow, pink, and purple tulips with clear petal edges and stems, foreground furrowed soil texture visible, distant windmill and farmhouse accents on the flat landscape, l...
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67
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Polish culture theme, panoramic view of medieval buildings around Kraków Old Town square, tightly arranged colorful façades with steep gabled roofs, clear silhouettes of stone arcades and a tower, worn cobblestone paving with textured scuffs, small street stalls and lampposts as accents, pedestrians in winter coats pro...
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Relations
Argentine culture theme, close-up of a street tango performance in Buenos Aires, cobblestone street and European-style façades of the old district as backdrop, a pair dancing in close embrace and turning, male dancer in a sharp suit, female dancer in a slit red dress swaying with each step, crisp high-heel footwork, fo...
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Early 20th-century New York street scene, dense brick row buildings with shikumen-like stone doorframes and heavy lintels, metal fire escapes and cast-iron streetlamps casting long shadows, horse-drawn carriages and early open-top automobiles sharing cobblestone roads, wheels kicking up light dust and mud flecks, pedes...
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70
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Renaissance Florence cityscape, narrow stone-paved streets linking arcades and piazzas, classical façades and columns sharply defined, a street artist on scaffolding painting a fresco on a wall, pigment bowls and brushes laid on wooden crates, passersby in jewel-toned robes, fitted bodices, and shawls with rich textile...
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71
Actions
Late Qing Beijing hutong life, gray-brick lanes lined with siheyuan gates and screen walls, wooden doors with bronze studs and ring knockers in clear detail, children playing shuttlecock and hoop-rolling with bright smiles under cold winter light, adults pushing handcarts loaded with firewood and coal briquettes, cloth...
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brain neural network visualization, featuring a semi-transparent human brain in sagittal view overlaid with a high-resolution connectivity map: frontal lobe (red) for decision-making and motor control, parietal lobe (yellow) for touch and spatial awareness, temporal lobe (green) for auditory processing and language com...
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Engineering schematic of solar panel operation in an energy technology infographic style: parallel beams of sunlight strike the surface of silicon-based solar cells, revealing internal p-type and n-type semiconductor layers; photons excite electrons to form electron–hole pairs, which are driven by the built-in electric...
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Visualization of an artificial intelligence decision tree algorithm in an information science diagram style: a hierarchical tree structure expands from top to bottom, with nodes representing decision criteria and branches indicating outcomes; data flows along arrows through the paths, leading to different outputs with ...
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Wolf pack hunting in the snow with tight cooperation, cool-toned medium view, several gray wolves spread into a curved encircling formation, thick fur dusted with tiny snow grains, breath visible as white vapor in the cold air, paws leaving crisp tracks and spraying powder, lead wolf with sharp gaze and upright ears, b...
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76
Actions
Tender scene of penguin parents feeding a chick, close composition, two adult penguins standing on snow in a protective stance, chick in the middle tilting its head up with open beak, beak tips touching as food is transferred, chick downy feathers fluffy in gray-brown, adults with crisp black-white separation and a hin...
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river that flows through the changing seasons, from the fresh greenery of spring to the silver-clad landscape of winter, with picturesque scenery along its banks that is breathtaking.
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A boy holds a broken kite string, gazing up at a clear blue sky—but no kite or flying object is visible.
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Relations
A picnic blanket is spread on the grass, laden with food and drinks—but no one is around.
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80
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Educational toy “Magnetic Geometry Sphere”: multi-pole magnets embedded on surface allow assembly into polyhedra; food-grade silicone coating ensures safety with no sharp edges.
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A macro lens shot of an insect, extreme magnification of details, fully blurred background, sharp textures at the focal point such as tiny hairs on the wings.
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82
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A symmetrical composition photographing an ancient temple gate, identical carvings on both sides, with a central passage leading inward, creating strong visual guidance.
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83
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Low-angle shot of skyscraper top: building appears towering and imposing, evoking awe and reverence for height.
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A rear-view perspective showing a speaker addressing the audience, revealing both the speaker’s presence and audience reactions and atmosphere.
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Generate a realistic image with a "standard 3x3 Rubik's Cube" on the table, with colors and stickers that match the appearance of a common Rubik's Cube; next to it is an English instruction manual with the cover saying "Rubik's Cube Guide" (the text is clear); the lighting is soft indoor light.
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Creative Products: Design a commemorative tote bag for the "Coastal Film Festival" theme, incorporating elements of film reels, red carpet steps, and the coastline; the text should read "CINEMA BY THE SEA". Requirements: Clear graphic hierarchy, legible text, sophisticated colors, and printable.
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Close shot of silk pajamas at the lapel and cuff. Fabric drapes softly; sheen flows along folds with gentle highlights; shadow areas deepen saturation without getting muddy. Relaxed posture and cozy, lazy mood. Embroider “晚安” on the chest; stitches visible, centered layout, text not warped by folds.
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Long-exposure night skyline: soft light blooms, sharp building silhouettes with no plastic over-denoising. A riverside lightbox sign reads “河滨步道 Riverside Promenade” with large title and smaller notes, generous whitespace and grid alignment. Requirements: even illumination without color blotches, coherent water reflect...
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Three-panel storyboard: mini museum navigation. Panel 1: top-down on a folded map with visible fibers and creases. Panel 2: mid shot of a visitor looking up at “YOU ARE HERE 你在这里” with a correctly placed red dot. Panel 3: wide shot showing spatial layout and leading-line composition. Require accurate bilingual text, st...
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Create a brand VI extension: front/back business cards; front has a minimal abstract geometric mark placeholder, back has bilingual name/title/phone. Require accurate legible type aligned to a grid; thick cotton paper emboss texture with realistic shadows; no real brand logo.
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91
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A violinist holds the instrument between chin and shoulder, left hand presses strings, right hand draws bow—all contact points stable, no slipping.
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A squirrel holds a nut with its forepaws and gnaws rapidly—incisors clearly visible, cheeks bulging, tail held high for balance—movements agile and alert.
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With piercing eyes beneath his safety helmet, the engineer bent down close to the steel beam, carefully scanning each weld with a testing instrument, his work clothes covered in dust.
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At the international conference table, diplomats stand and speak, their suit collars neatly trimmed, their left hands lightly pressing down on their notes, their right ears wearing translation earpieces, their gestures restrained yet clear.
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An elderly man naps before a roaring fireplace, yet the room thermometer reads 5°C and the windows are frosted over.
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Ming Dynasty festive group photo, two models standing side by side in Ming-style attire (crossed collar, right-facing lapels), wearing different Ming Dynasty headdresses (phoenix crown vs. bead crown), each holding a red lantern in front; both faces clearly recognizable, dignified expressions, costumes in red as domina...
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Japanese culture theme, wide-angle picnic scene in a park during cherry blossom season, rows of sakura trees forming a canopy of pale pink and white blossoms, flower-patterned picnic mats spread on the ground, small groups sitting and chatting while eating, bento boxes, onigiri, dango, green tea bottles, and paper cups...
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city made of giant stained glass reflects brilliant light under the sun, and the buildings in the city change color as the light changes.
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Pre-supernatural-event storyboard: uses unusual angles (e.g., from floor level or under ceiling) to observe room activity, building unease.
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A Nolan-esque image, depicting a city overpass simultaneously in both "daylight side" and "night view side" through strong segmentation composition. Requirements: clear yet natural segmentation boundaries; logically consistent light sources on both sides; reasonable continuity of pedestrian flow; no catastrophic casual...
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Rethink Benchmark

Unified 13-route benchmark. Every route is one underscore-normalized named split in the default config, backed by one root-level Parquet file with 100 records.

Shared schema

  • idx: numeric row index from 1 to 100.
  • mode: route-specific benchmark mode/category.
  • prompt: generation or editing instruction.
  • target: target/reference output image when the benchmark provides one; otherwise null.
  • input_1 ... input_10: ordered conditioning images; unavailable positions are null.

Ten input slots are required by the largest public MI2I benchmark. I2I_HELDOUT uses input_1 for its source image. MI2I_HELDOUT preserves reference order in input_1 ... input_4 and leaves unused positions null. Images are embedded directly as Hugging Face Image features.

All five T2I splits are prompt-only evaluations, so target and every input_* column are null. Qwen-Image-Bench includes candidate generations from multiple evaluated models, but it does not designate any of them as ground truth; those model outputs are therefore not projected as target.

Hugging Face split identifiers cannot contain dashes, so split names use underscores while the root-level Parquet filenames retain the project route names.

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