HiDream AI's 17B parameter text-to-image model using sparse diffusion transformer with mixture of experts, achieving state-of-the-art image generation quality with strong prompt following
Settled by community votes across 16 shared challenges, with an AI judge weighing in on each.
HiDream I1 Full
#60 of 62 in Text-to-Image
Seedream 4.0
#15 of 62 in Text-to-Image
Where the votes landed
HiDream I1 Full
0%
win rate
Ties
0%
Seedream 4.0
0%
win rate
Challenge by challenge
The strongest take from each model on every shared challenge, with the AI judge's read.
Geometric Composition
Text-to-Image“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”
AI Judge Analysis
HiDream I1 Full
- + Excellent photorealism and texture on the wooden table and red book.
- + The plant is realistically positioned behind the cube.
- + Soft lighting perfectly matches the prompt's source direction.
- − The blue sphere appears to be floating mid-air inside the cube without physical support.
- − Reflections of the sphere on the side glass panels are slightly inconsistent.
Seedream 4.0
- + Natural physics where the sphere sits on the bottom of the cube.
- + Clear visibility of the plant through the glass as requested.
- + Good overall composition and color vibrance.
- − The sphere's reflection on the bottom glass is poorly rendered and detached.
- − The glass cube has some structural inconsistencies in the corners.
Verdict: Both models followed the prompt accurately, but HiDream I1 Full produced a more professional, high-fidelity image with superior textures and lighting. Seedream 4.0 handled the physics of the sphere better (resting on the floor rather than floating), but suffered from lower-quality reflections and glass rendering.
Candid Street Photography
Text-to-Image“A candid street photo of an elderly Japanese man repairing a red bicycle in light rain, reflections on wet pavement, shallow depth of field, 50mm lens, natural skin texture, imperfect framing, motion blur from passing cars, cinematic but realistic, no stylization.”
AI Judge Analysis
HiDream I1 Full
- + Excellent reflection on the wet pavement
- + Strong depth of field effect creating a cinematic look
- + Highly realistic skin and hair texture on the subject
- − The bicycle geometry is broken, with the frame not connecting properly through the man's legs
- − Failed to include the requested motion blur on the passing cars
- − The man's pose is awkward and doesn't clearly show a 'repairing' action
Seedream 4.0
- + Successfully captured motion blur on the passing car as requested
- + Detailed and realistic set of tools and bicycle parts on the ground
- + The 'repairing' action is much more convincing and anatomically grounded
- − The overall image is slightly soft/blurry, losing some fine texture
- − Composition is a bit cluttered compared to Model A
- − Reflection in the puddle is less clear than Model A
Verdict: Seedream 4.0 is the superior image because it successfully incorporates the specific technical requirements of the prompt, such as the motion blur and the clear action of repairing the bike. While HiDream I1 Full produces a sharper image with beautiful reflections, it fails on the motion blur and contains significant anatomical/morphological errors where the man and the bicycle frame intersect.
Fantasy Warrior
Text-to-Image“Close portrait of a battle-worn paladin in ornate engraved plate armor, hair braided with small beads, faint scars and dirt on the skin, warm torchlight reflecting off metal, shallow depth of field, bokeh sparks, lifelike eyes, highly detailed texture on leather straps and cloth underlayer.”
AI Judge Analysis
HiDream I1 Full
- + Symmetry and intensity in the facial features align well with the 'battle-worn' prompt.
- + Extremely high-resolution detail on the ornate engraving of the armor.
- + Consistent beads throughout the braided hair.
- − The scars look somewhat like face paint rather than physical wounds.
- − The lighting on the face is a bit flat compared to the dramatic background lighting.
Seedream 4.0
- + Excellent depiction of realistic dirt and grime on the skin.
- + Highly atmospheric lighting with warm torchlight shadows and dynamic bokeh sparks.
- + Superior texture on the leather straps and underlayer fabric.
- − The braid structure is slightly inconsistent on the head.
- − The character looks a bit younger than a typical 'battle-worn' paladin.
Verdict: Both models followed the prompt exceptionally well, but Seedream 4.0 creates a more lifelike and atmospheric image with superior skin textures and realistic lighting. While HiDream I1 Full has more intricate armor engravings, Seedream 4.0 captures the specific requested details of leather and cloth materials more convincingly.
Modern Clean Menu
Text-to-Image“Modern minimalist restaurant menu design, white background with colorful food photos in grid, sections for appetizers/pizza/mains, bold sans-serif fonts, vibrant accents, clean professional layout for casual dining.”
AI Judge Analysis
HiDream I1 Full
- + Excellent typography with clean, bold sans-serif fonts
- + Professional grid layout that actually looks like a functional menu
- + Includes pricing and descriptions for high realism
- − Lack of food variety; practically every image shown is a pizza
- − Text contains some illegible filler characters
- − Misses the vibrant accents requested in the prompt
Seedream 4.0
- + Features a much better variety of food photos including salads and pasta
- + Crisp, bold typography that is very legible
- + Uses a modern, asymmetrical grid style
- − Fails to include menu details like descriptions or prices
- − Layout is more of a collage than a functional menu design
- − Large white gaps create an unfinished feel in the composition
Verdict: HiDream I1 Full produces a much more realistic menu design that follows professional layout standards, including section headers and pricing. However, Seedream 4.0 does a much better job with food variety as requested, whereas HiDream I1 Full only displays pizza for every image; still, HiDream's overall coherence and design utility make it the better choice for a menu task.
Chalkboard Menu
Text-to-Image“Handwritten-style chalkboard menu in a cozy café, all text rendered in the exact same realistic chalk handwriting style with natural variations in letter size, slight slant, and chalk texture — no printed or digital fonts anywhere on the board. Title at the top in elegant cursive chalk handwriting: ‘TODAY’S SPECIALS – APRIL 30, 2026’. Below it, three menu items also in the same handwritten chalk style: ‘Truffle Mushroom Risotto – $24’, ‘Grilled Octopus with Lemon & Herbs – $28’, ‘Brown Butter Chocolate Chip Cookies – $9’. At the very bottom, smaller text in the identical handwritten chalk style (slightly smaller but still clearly legible with the same handwriting characteristics): ‘All items made fresh daily • Ask about our gluten-free options’. Warm ambient café lighting, visible chalk dust and smudges, realistic handwriting imperfections, no clean printed text anywhere.”
AI Judge Analysis
HiDream I1 Full
- + Clean layout and framing
- + Clear and legible title text
- − Failed to include the specific requested menu items
- − Text looks like a digital font rather than authentic chalk handwriting
- − Contains nonsensical gibberish text like 'Fart Sanl'
Seedream 4.0
- + Excellent prompt adherence for specific menu items and dates
- + Highly realistic chalk texture with smudge marks and natural handwriting styles
- + Authentic café atmosphere with depth of field
- − Slightly angled perspective makes the bottom text a bit tighter
Verdict: Seedream 4.0 followed the prompt instructions almost perfectly, accurately rendering the specific menu items and the date. In contrast, HiDream I1 Full completely ignored the requested menu items in favor of gibberish text and used a style that looks more like a digital font than real chalk.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
HiDream I1 Full
- + Strong cinematic lighting and composition with the curve of the Earth.
- + Good anatomical consistency for the horse and the astronaut's gear.
- + Excellent sense of motion and scale.
- − Failed the specific spatial instruction; the astronaut is on top of the horse.
- − The rear hooves have some minor artifacting against the background.
Seedream 4.0
- + Beautiful celestial background with nebulae and reflections in the visor.
- + Detailed rendering of the white space suit and horse's mane.
- + Dramatic low-angle composition that feels very grand.
- − Failed the specific spatial instruction; the astronaut is on top of the horse.
- − The horse's front left leg anatomy is slightly disjointed at the knee.
Verdict: Both models completely failed the negative constraint and specific instruction to place the horse on top of the astronaut, providing a standard 'astronaut riding horse' image instead. HiDream I1 Full is the winner due to better anatomical coherence and a more evocative composition using the Earth's horizon, whereas Seedream 4.0 has slight structural issues with the horse's legs.
The Capybara Taxi Driver
Text-to-Image“Photorealistic scene inside a yellow New York taxi at night. A capybara is driving, wearing a yellow taxi driver cap and a dark jacket. It has a calm, professional expression and both front paws on the steering wheel. In the back seat sits a human businesswoman in a coat, looking at her phone with a completely normal, bored expression (as if this is just another normal ride). Through the windows you can see the streets of Manhattan at night with blurred lights. Realistic taxi interior, photorealistic, detailed fur and fabric, 35mm lens, night lighting with reflections, shallow depth of field.”
AI Judge Analysis
HiDream I1 Full
- + Excellent fur texture rendering on the capybara.
- + Clearer text on the taxi driver cap.
- + Better cinematic lighting and color vibrancy.
- − The paws on the steering wheel look slightly like human hands covered in fur.
- − The passenger is placed very close to the driver, feeling more like a front-seat passenger than someone in the back of a standard taxi.
Seedream 4.0
- + More realistic spatial arrangement, showing the depth between the front and back seats.
- + The capybara's paws look more like authentic animal paws.
- + Good atmospheric bokeh in the background lights.
- − Garbled text on the cap ('TAT' instead of 'TAXI').
- − The overall image is slightly darker and less sharp than the competitor.
- − The passenger's face is a bit blurry and less defined.
Verdict: HiDream I1 Full produces a much sharper, more vibrant image with superior textures and readable text. However, Seedream 4.0 captures the actual layout of a taxi more accurately, placing the passenger in a distinct back-seat area rather than immediately behind the driver's shoulder.
The Halloween Invitation
Text-to-Image“Vintage gothic Halloween party invitation. Dark parchment poster, spooky border with webs and thorns, central glowing jack-o-lantern, bats, twisted trees, moody night sky. Add elegant gothic title text saying "Halloween Party Invitation", a small scroll banner saying "You are invited to a night of frights", and event details at the bottom: Date: 30.10.2026 Time: 7pm Location: The Arches, NYC Spooky but polished, cinematic lighting, square format.”
AI Judge Analysis
HiDream I1 Full
- + Strong graphic design layout resembling a clean poster.
- + Good legibility for the main title and the scroll banner text.
- − Failed significantly on the specific event details, generating nonsensical text and dates like 'Yootmber'.
- − The aesthetic is more like a vector illustration than a 'cinematic' or 'moody' vintage poster.
Seedream 4.0
- + Excellent adherence to all text requirements, including date, time, and location.
- + Highly atmospheric and cinematic lighting with realistic textures for the thorns and pumpkin.
- + Effective use of the 'thorns and webs' border requested in the prompt.
- − The text on the small scroll banner is slightly warped compared to the main header.
Verdict: Seedream 4.0 is the clear winner as it correctly rendered all specific event details including the date, time, and location, which HiDream I1 Full completely failed to handle. Additionally, Seedream 4.0 better captured the requested 'cinematic' and 'moody' atmosphere with superior lighting and texture detail.
Bald man challenge
Image Editing“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
AI Judge Analysis
HiDream I1 Full
- + Attempts a long hair style extending to the back.
- − Fails to follow instructions by leaving the top of the head bald.
- − Completely changes the identity of the person.
- − Alters the background scenery and adds strange artifacts like the black object on the face.
- − Poor source preservation.
Seedream 4.0
- + Successfully adds a full head of hair as requested.
- + Excellent source preservation of facial features, clothing, and background.
- + Realistic hair texture and color that matches the existing beard.
- − The hairline is a bit squared and high, looking slightly artificial.
- − Hair volume is very tall, bordering on a 'wig' appearance.
Verdict: Seedream 4.0 followed the instructions perfectly, adding a full head of hair while keeping every other aspect of the original image intact. HiDream I1 Full failed the challenge by changing the person's face, the background, and failing to add hair to the top of the head as requested.
Isometric Miniature Diorama Scenes
Text-to-Image“Create a clear, 45° top-down isometric miniature 3D cartoon scene of Japan's signature dish: sushi, with soft refined textures, realistic PBR materials, gentle lighting, on a small raised diorama base with minimal garnish and plate. Solid light blue background. At top-center: 'JAPAN' in large bold text, 'SUSHI' below it, small flag icon. Perfectly centered, ultra-clean, high-clarity, square format.”
AI Judge Analysis
HiDream I1 Full
- + Excellent typography rendering with clean, bold characters.
- + Soft 3D cartoon lighting and textures perfectly match the requested aesthetic.
- + Very clean composition and high-quality isometric perspective.
- − Completely missed the requested flag icon.
- − The wasabi dollop is floating slightly above the tray surface.
Seedream 4.0
- + Includes all requested elements, including the small flag icon.
- + Higher detail in textures, particularly the bamboo mat and sushi fillings.
- + Strong shadows and lighting give it a great sense of depth.
- − The word 'JAPAN' has minor artifacts around the edges of the black text.
- − The composition feels slightly more cluttered than the ultra-clean look of Model A.
Verdict: Both models followed the prompt closely, but Model B is the overall winner for including all specific requirements including the flag icon, which Model A missed. While HiDream I1 Full had cleaner text rendering, Seedream 4.0 provided more realistic material textures for the sushi and bamboo, creating a more professional miniature diorama appearance.
Over-the-top cartoon caricature
Editing“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”
AI Judge Analysis
HiDream I1 Full
- + Excellent hand-drawn caricature art style that fits the request perfectly.
- + Incorporates a hockey broadcast on the TV in the background.
- + Maintains the likeness of the subject through an artistic filter.
- − The dog's placement on the shoulder is a bit awkward.
- − The 'anchor' profession is only subtly implied through the setting rather than action.
Seedream 4.0
- + Incorproates all requested elements: hockey sticks/jerseys, dog, microphone, and news desk.
- + Captures the classic big-head caricature style while using the source image's background.
- + High degree of humorous exaggeration in the facial expression.
- − The hands and fingers holding the phone are poorly rendered and distorted.
- − The logo on the microphone and jersey are nonsensical jumbles.
Verdict: Seedream 4.0 followed the prompt instructions much more thoroughly, including the news desk, hockey equipment, and a dog, while maintaining the original background. HiDream I1 Full created a very high-quality artistic caricature, but it felt much more like a completely new image and missed the 'anchor' and 'hockey' elements in a clear, central way. Seedream 4.0 is preferred for its comprehensive storytelling, despite the messy hand rendering.
Adorable Baby Animals in Sunny Meadow
Text-to-Image“Hyper-photorealistic scene of fluffy baby animals—a golden retriever puppy, tabby kitten, baby bunny, and red fox kit—with big expressive eyes and ultra-detailed soft fur, playfully chasing butterflies and tumbling together in a lush wildflower meadow, warm golden sunrise light with god rays and dew sparkles, joyful wholesome vibe, 8K masterpiece.”
AI Judge Analysis
HiDream I1 Full
- + Features very clear, expressive eyes on all animals
- + Excellent fur texture rendering
- + Includes all animals from the prompt except the bunny
- − Completely missing the baby bunny
- − Animals are mostly sitting rather than 'playfully chasing' or 'tumbling'
- − The two identical kittens feel repetitive and less creative
Seedream 4.0
- + Successfully includes all four requested animals: puppy, kitten, bunny, and fox
- + Perfectly captures the action of chasing and tumbling requested in the prompt
- + Superior lighting effect with beautiful dew sparkles and god rays
- − The fox's red fur is slightly oversaturated compared to the others
- − Some minor blending artifacts where animals overlap the grass
Verdict: Seedream 4.0 is the clear winner as it followed the complex prompt requirements much better than HiDream I1 Full, which failed to include the bunny. Specifically, Seedream 4.0 captured the dynamic 'tumbling' and 'chasing' actions and the technical lighting details like dew sparkles, whereas HiDream I1 Full provided a more static, posed portrait.
Studio Ghibli Anime Style
Editing“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”
AI Judge Analysis
HiDream I1 Full
- + Successfully captures a modern anime style with vibrant colors
- + Preserves the basic character positions and outfit colors from the original meme
- − Fails to maintain the core narrative facial expressions (man is smiling, girlfriend is calm)
- − Deviates significantly from 'Ghibli' aesthetics toward a generic modern anime look
- − Added unnecessary elements like floral patterns and Japanese signage not in the original
Seedream 4.0
- + Excellent adherence to Ghibli watercolor/sketch style and hand-painted textures
- + Perfectly preserves the composition and specific facial expressions (the 'distracted' look and the 'offended' look)
- + Maintains source image clothing details like the specific plaid pattern on the shirt
- − Background is very abstract compared to the urban setting of the original
Verdict: Seedream 4.0 followed the instructions and preserved the source image much better than HiDream I1 Full. While HiDream I1 Full changed the expressions and vibe into a generic cheerful anime scene, Seedream 4.0 successfully translated the specific character emotions and the 'distracted boyfriend' meme composition into a beautiful Ghibli-inspired watercolor illustration.
Golden Hour Stroll
Image Editing“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”
AI Judge Analysis
HiDream I1 Full
- + Exceedingly dynamic motion and energy
- + Captured the request for flying leaves very comprehensively
- − Failed to preserve the source image entirely, changing the woman's face, pose, and removing the dog
- − Total lack of source preservation
Seedream 4.0
- + Excellent source preservation, keeping the original woman, dog, and background intact
- + Followed all edit instructions correctly including hair and leaves
- − The leaf overlays look slightly artificial and pasted on top of the image
- − Hair motion looks a bit stiff
Verdict: HiDream I1 Full failed as an image editor by generating a completely new image that ignored the source content (the specific woman and her dog). Seedream 4.0 successfully performed the edit by adding the requested wind and leaf effects while keeping the underlying source image perfectly preserved.
Vintage Cafe Logo
Text-to-Image“Vintage minimalist restaurant logo for "Caffè Florian", retro cloche dome with steam and "Est. 1720" banner, classic typography, warm brown and cream tones, subtle texture on light background, vector emblem style.”
AI Judge Analysis
HiDream I1 Full
- + Clean vector-style execution
- + Excellent minimalist aesthetic
- + Correct color palette
- − Failed to include the main business name 'Caffè Florian'
- − The cloche iconography is a bit abstract and looks like a dome over a cup
Seedream 4.0
- + Includes all requested text with perfect spelling
- + Features a more realistic and classic cloche illustration
- + Better application of subtle texture on the background
- − Illustration style is a bit more detailed than 'minimalist'
- − The steam coming out of the handle of the cloche is illogical
Verdict: While HiDream I1 Full produces a very clean and professional vector emblem, it completely misses the primary text requirements. Seedream 4.0 captures all prompt elements, including the name 'Caffè Florian' and the established date, within a well-balanced vintage composition.
Apollo 11: Journey to Tranquility
Text-to-Image“Create a clean, modern vector infographic poster about the Apollo 11 mission. NASA-inspired palette (navy, white, muted red, light gray). Flat-vector style, crisp lines, consistent iconography, subtle gradients only. Steps (stop at landing): 1. Launch (Saturn Vicon) 2. Earth Orbit (Earth + orbit ring icon) 3. Translunar (trajectory arc icon) 4. Lunar Orbit (Moon + orbit ring icon) 5. Descent (lunar module descending icon) 6. Landing (lunar module on the surface icon) Small supporting elements (minimal text): • Crew strip: three silhouette icons with only last names: Armstrong, Aldrin, Collins. • Landing site marker: Moon pin labeled "Tranquility" only. Layout constraints: generous margins, large readable labels, clean background with subtle stars. Vector-only, print-poster look, high resolution.”
AI Judge Analysis
HiDream I1 Full
- + Strong aesthetic appeal with a professional vector style.
- + Accurate NASA-inspired color palette.
- + Excellent typography and title design.
- − Failed to follow the requested 6-step infographic structure.
- − Incorporated prompt keywords like '+ ICON' and 'UNLY' into the actual image text.
- − Incorrectly depicted Saturn with rings for a moon-focused mission.
Seedream 4.0
- + Strictly adhered to the 6-step narrative requested in the prompt.
- + Included all specific technical icons like the translunar arc and lunar module.
- + Spelling of astronaut names was accurate and relevant for supporting details.
- − Visual style is slightly less 'clean' vector compared to the other model with some soft edges.
- − Typographical error in 'Surfece' for step 5.
- − Composition is a bit bottom-heavy with large empty space.
Verdict: Seedream 4.0 is the clear winner for prompt adherence, as it logically sequences all six requested mission steps and technical details, whereas HiDream I1 Full failed the infographic structure entirely. While HiDream I1 Full produced a more polished graphic design, it included nonsensical text artifacts and incorrect celestial objects that make it fail as an informative poster.
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ByteDance's image generation model with integrated text-to-image and image editing capabilities in a unified architecture, supporting up to 4K resolution