ByteDance's image generation model with built-in reasoning, example-based editing, and deep domain knowledge, supporting up to 3K resolution
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
Seedream 5.0 Lite
23.7
arena score
#22 of 62 in Text-to-Image
Skill signature
· Text-to-Image
Stable Diffusion 3.5 Large Turbo
10.7
arena score
#61 of 62 in Text-to-Image
Vote tally
Where the votes landed
Seedream 5.0 Lite
100.0%
win rate
Ties
0.0%
Stable Diffusion 3.5 Large Turbo
0.0%
win rate
100.0%
0.0% ties
0.0%
Shared challenges
13
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Perfect adherence to spatial instructions with the book on top and sphere inside
- + Realistic physics with accurate reflections and refractions through the glass
- + Natural photographic quality with soft, convincing lighting
- − The glass cube has a visible bottom panel that might look slightly like a tray
Stable Diffusion 3.5 Large Turbo
- + High-contrast, sharp visual style
- + Good representation of the wooden table texture and light play
- − Failed the spatial relational prompt by placing the sphere on the book and the book inside the cube
- − The plant is to the side rather than behind the cube as requested
- − Artificial, CGI-like appearance compared to the realistic lighting of Model A
Verdict: Seedream 5.0 Lite followed every spatial instruction perfectly, correctly placing the sphere inside the cube and the book on top. Stable Diffusion 3.5 Large Turbo failed the primary relational logic of the prompt, nesting the book inside the cube and placing the sphere on top of the book. Seedream 5.0 Lite is the clear winner for its superior prompt adherence and realistic photographic 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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent adherence to technical photographic requirements like 50mm depth of field and motion blur.
- + Highly realistic skin textures and natural rain interaction on the subject's jacket.
- + Coherent and detailed mechanical representation of the bicycle chain and derailleur.
- − The 'imperfect framing' requested is still relatively balanced, though the crop is tight.
Stable Diffusion 3.5 Large Turbo
- + Successfully colored the bicycle red as requested.
- − Poor visual quality with significant anatomical distortions in the man's head and hands.
- − Lacks realistic rain effects, motion blur, and cinematic lighting requested.
- − The bicycle geometry is nonsensical, with the seat and handlebars merged into the man's torso.
Verdict: Seedream 5.0 Lite produced a high-quality, professional photograph that feels authentic to the cinematic and technical prompt requirements. In contrast, Stable Diffusion 3.5 Large Turbo failed significantly on human anatomy and object coherence, resulting in a surreal and low-quality output. Seedream's rendition of skin texture and environmental lighting is vastly superior.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent adherence to lighting and atmospheric instructions including the bokeh sparks and torchlight reflection.
- + Detailed hair braiding with beads and realistic scars and skin texture.
- + Ornate engraving on the plate armor is highly intricate and believable.
- − The eyes, while striking, might look slightly too intense or stylized for some interpretations of 'lifelike'.
Stable Diffusion 3.5 Large Turbo
- + Strong facial features and good contrast in the lighting.
- + Includes braided hair and dark engraved armor that fits the prompt.
- − The 'blood' or 'dirt' looks more like smeared red paint, lacking realism.
- − The skin and hair have a plasticky, computer-generated sheen compared to Model A.
- − Fails to include the small beads in the braided hair as requested.
Verdict: Seedream 5.0 Lite followed every aspect of the prompt, particularly the technical requirements for textures, beads, and bokeh sparks. Stable Diffusion 3.5 Large Turbo produced an image with more digital artifacts and missed specific details like the beads and the realistic texture of the battle-worn skin. Seedream 5.0 Lite is the clear winner for its superior realism and fidelity.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent text rendering with no spelling errors.
- + Perfectly follows the layout instructions with a clear 2x3 food grid and corresponding sections.
- + High visual coherence with professional food photography and logical pricing.
- − The layout is a bit safe and could be seen as more of a digital flyer than a sophisticated physical menu.
Stable Diffusion 3.5 Large Turbo
- + Creative use of shadows and depth for a high-end food photography look.
- + Vibrant colors that stand out against the white background.
- − Unreadable gibberish text with significant spelling errors like 'Mians'.
- − Fails to integrate the food images into a single cohesive menu layout, looking more like scattered elements.
- − Incoherent food items, such as the strange bread/pizza shapes and AI artifacts in the bowl grid.
Verdict: Seedream 5.0 Lite completely outperforms Stable Diffusion 3.5 Large Turbo by delivering a fully functional, perfectly legible, and professionally designed menu. Seedream 5.0 Lite follows every prompt instruction regarding layout and sections, while Stable Diffusion 3.5 Large Turbo fails with garbled text and a fragmented composition.
Magic Burger Explosion: Fiery Photorealism Challenge
Text-to-Image“Ad for 'Magic Burger'. Dynamic, exploded burger with all components (bun, patty, cheese, lettuce, tomato, sauce) suspended in mid-air. Emphasize photorealistic detail and a sense of motion. Dark, fiery background with glowing embers. Integrate text: 'MAGIC BURGER' as a prominent title, 'LIMITED TIME ONLY' as a secondary message, and '€6.99' in a starburst, all rendered with a fiery, glowing effect.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
100% wins
0% ties
0% wins
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent full text rendering with glowing neon-style effect.
- + Accurate exploded view with high photorealistic detail on individual ingredients.
- + Clean composition that feels like a professional food advertisement.
- − The 'starburst' shape for the price is a bit simple compared to traditional graphic design starbursts.
Stable Diffusion 3.5 Large Turbo
- + Dynamic fire effects and glowing embers create a strong atmosphere.
- + Vibrant colors and high contrast.
- − Failed to include any of the requested text elements.
- − Failed to produce an 'exploded' burger, showing a mostly assembled one instead.
- − The image has a more illustrative, AI-generated look rather than the requested photorealism.
Verdict: Seedream 5.0 Lite followed every instructional requirement, including complex text rendering and the specific 'exploded' layout, resulting in a professional-grade advertisement. Stable Diffusion 3.5 Large Turbo failed to include any text or the exploded style, producing a standard burger image that ignored more than half of the prompt.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent text legibility and spelling for almost all items.
- + Highly realistic chalkboard texture with authentic smudges and chalk dust.
- + Consistent handwritten font style that accurately mimics real chalk.
- − The date is slightly off center compared to the title text.
- − Minor spelling errors in the bottom disclaimer text like 'frese' and 'opstoons'.
Stable Diffusion 3.5 Large Turbo
- + Aesthetic cafe environment with pleasing lighting and decor.
- + Good use of vertical space and layout conventions.
- − Significant text rendering failures with numerous typos and garbled words.
- − The 'chalk' looks like a digital brush/font rather than physical residue.
- − Failed to include the specific year (2026) accurately.
Verdict: Seedream 5.0 Lite followed the prompt with high precision, accurately rendering the complex menu text and maintaining a very realistic chalkboard texture. In contrast, Stable Diffusion 3.5 Large Turbo struggled with spelling and produced a 'clean' digital look that lacked the requested authentic chalk handwriting feel.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent vibrant nebula background that fits the cinematic theme.
- + The astronaut's suit is highly detailed and realistic.
- + Good anatomical rendering of the horse and its interaction with the space environment.
- − Failed the negative constraint; the astronaut is riding the horse instead of the reverse.
- − The placement of the small Earth looks a bit disconnected from the composition.
Stable Diffusion 3.5 Large Turbo
- + Clean lighting and high-contrast composition.
- + Smooth textures on the white horse and the planetary body below.
- − Failed the crucial negative constraint; it shows an astronaut riding a horse.
- − The horse's anatomy is distorted, particularly with an extra hoof-like shadow/appendage at the bottom left.
- − The moon/planet in the top left is poorly rendered with a strange flat top.
Verdict: Both Seedream 5.0 Lite and Stable Diffusion 3.5 Large Turbo failed to follow the specific surreal instruction for a 'horse on top' of an astronaut. However, Seedream 5.0 Lite is the superior image due to its stunning cinematic background, higher detail in the suit, and overall artistic coherence compared to the anatomical errors present in Stable Diffusion 3.5 Large Turbo.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent adherence to the full prompt including the woman looking at her phone.
- + Highly detailed and realistic taxi interior and city bokeh.
- + Great texture on the capybara's fur and the jacket.
- − The capybara's paws are a bit distorted with extra claws.
- − The composition is a bit crowded with the taxi roof sign visible in the foreground.
Stable Diffusion 3.5 Large Turbo
- + Clean, modern aesthetic with strong bokeh effects.
- + Good lighting on the subject's face.
- + Logical placement of the capybara's hands on the wheel.
- − Fails to include the businesswoman on her phone; the passenger is blurred and not looking at a device.
- − The capybara's cap looks like a standard baseball cap rather than a vintage taxi driver's cap.
- − The interior details of the car are simplified and less realistic than Image A.
Verdict: Seedream 5.0 Lite is the clear winner as it followed every detail of the complex prompt, including the specific action of the passenger in the back seat. While Stable Diffusion 3.5 Large Turbo produced a clean image, it failed to render the businesswoman correctly and missed the 'bored phone use' interaction that was key to the scene's humor.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent adherence to the text prompt requirements, including all specific event details.
- + Highly atmospheric cinematic lighting and rich gothic textures.
- + The typography is stylish and fits the vintage gothic theme perfectly.
- − The word 'frights' in the banner is slightly misspelled as 'fright s'.
- − The cobwebs in the corners slightly overlap the border thorns in an unnatural way.
Stable Diffusion 3.5 Large Turbo
- + Clean graphic design with a clear hierarchy of elements.
- + Vibrant glowing effect on the central jack-o-lantern.
- − Failed to include most of the requested text, including the banner and event details.
- − The style is more vector-like and cartoonish rather than 'vintage gothic' and 'dark parchment'.
- − The composition feels empty due to the missing required text elements.
Verdict: Seedream 5.0 Lite is the clear winner as it followed all instructions, including the complex text strings for the event details and the scroll banner. While Stable Diffusion 3.5 Large Turbo produced a clean image, it ignored nearly all the specific text requirements and the vintage aesthetic requested in the prompt.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent text rendering with no spelling errors.
- + Perfect adherence to the 45-degree isometric perspective and diorama style.
- + Highly clean and professional 3D cartoon aesthetic with soft lighting.
- − The 'JAPAN' text is slightly off-center to the left.
- − The sushi rice texture is a bit simplified compared to the fish.
Stable Diffusion 3.5 Large Turbo
- + Nice textural details on the rice grains and fish roe.
- + Effective use of the wooden diorama base.
- − Failed to spell 'SUSHI' correctly, rendering it as 'SIIHI'.
- − The flag icon is incorrect, resembling Poland or Indonesia rather than Japan.
- − Composition is cluttered with signs poking out of the food.
Verdict: Seedream 5.0 Lite followed every instruction of the prompt perfectly, delivering a clean, professional isometric graphic with correct spelling and iconography. Stable Diffusion 3.5 Large Turbo struggled with the core text, misspelling 'SUSHI', and failed to provide the correct Japanese flag, resulting in a much lower quality output for this specific task.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Perfectly follows the prompt by including all four distinct animals: puppy, kitten, bunny, and fox kit.
- + Excellent composition that captures the requested 'tumbling' and 'chasing butterflies' action.
- + Breathtaking lighting with clear god rays, dew sparkles, and a warm golden sunrise.
- − The style leans more toward 3D animation/stylized realism rather than 'hyper-photorealistic'.
Stable Diffusion 3.5 Large Turbo
- + High level of fur detail and sharp focus on the central characters.
- + Vibrant colors and high contrast.
- − Failed significantly on prompt adherence, missing the rabbit and fox entirely.
- − Anatomical glitches, such as the kitten on the left appearing to have extra or merged paws with the puppy.
- − Lacks the atmospheric 'god rays' and 'dew sparkles' requested in the prompt.
Verdict: Seedream 5.0 Lite is the clear winner as it followed every detail of the complex prompt, including all four specific animal types and the atmospheric lighting effects. Stable Diffusion 3.5 Large Turbo failed to include the bunny and fox, had anatomical AI artifacts with the paws, and missed the specific 'sunrise and god rays' setting.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent typography with perfect spelling and correct accent marks
- + Clear and professional vector emblem style
- + Perfect adherence to the minimalist logo prompt
- − Simple graphic forms may feel a bit generic compared to hand-drawn styles
Stable Diffusion 3.5 Large Turbo
- + Beautiful vintage shading and texture
- + Highly creative interpretation merging a cloche with a coffee mug shape
- − Misspelled name as 'Caffeé Florin' with an extra 'e'
- − Text rendering on the banner is slightly garbled at the edge
- − Less 'minimalist' than what was requested
Verdict: Seedream 5.0 Lite produced a clean, professional-grade vector logo that followed all prompt instructions perfectly, including the specific spelling of 'Caffè Florian'. Stable Diffusion 3.5 Large Turbo created a more artistic and textured illustration, but failed on text accuracy and was less consistent with the 'minimalist' requirement.
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.”
Seedream 5.0 Lite
Stable Diffusion 3.5 Large Turbo
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent adherence to the requested 6-step structure
- + Highly readable and accurate text rendering
- + Clean, consistent flat-vector iconography
- − The 'Tranquility' pin is slightly overlapping the lander icon in a way that feels a bit cramped
- − Missing the muted red in most elements except for small arrows
Stable Diffusion 3.5 Large Turbo
- + Beautiful artistic composition with a vintage NASA aesthetic
- + Captures the requested color palette more comprehensively across the design
- − Fails to follow the specific 1-6 step sequence requested
- − Text rendering is illegible and contains various misspellings like 'Apoll.o'
- − Information layout is confusing for an infographic
Verdict: Seedream 5.0 Lite is the clear winner as it perfectly follows the instructional prompt, producing a functional 6-step infographic with accurate text and icons. Stable Diffusion 3.5 Large Turbo creates a more visually atmospheric poster but fails significantly on the technical requirements of the prompt, including legibility and sequential logic.
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