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
#22 of 62 in Text-to-Image
Stable Diffusion 3.5 Medium
#58 of 62 in Text-to-Image
Where the votes landed
Seedream 5.0 Lite
0%
win rate
Ties
0%
Stable Diffusion 3.5 Medium
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
Seedream 5.0 Lite
- + Excellent realism and high-quality textures on the wood and glass
- + Accurate lighting that follows the requested window light from the left
- − The glass cube is missing a front face, appearing more like a glass frame or open box
Stable Diffusion 3.5 Medium
- + Successfully renders the cube as a solid enclosed object
- + Good color saturation and pleasant composition
- − The sphere is floating unrealistically in the center of the air without support
- − The lighting is flat and doesn't clearly show the directed window light from the left
- − The top of the cube appears to merge strangely with the book
Verdict: Seedream 5.0 Lite produces a significantly more realistic and aesthetically pleasing image with convincing lighting and textures, though the glass cube lacks a front face. Stable Diffusion 3.5 Medium follows the logic of a closed cube better but fails on physical realism with a floating sphere and less sophisticated lighting. Seedream is the preferred choice for its photographic quality.
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
Seedream 5.0 Lite
- + Excellent adherence to technical prompts like shallow depth of field and motion blur on cars
- + Highly realistic skin textures and wet surfaces
- + Natural, cinematic lighting that feels professional yet candid
- − The composition is a bit too balanced for 'imperfect framing'
Stable Diffusion 3.5 Medium
- + Strong 'candid street photo' aesthetic with a more gritty, film-like quality
- + Captures the 'imperfect framing' request effectively
- + Excellent wet pavement reflections
- − Lower resolution and more artifacts on the man's face and hands
- − Anatomical issues with how the man is interacting with the bicycle
- − Fails to show true motion blur on passing cars
Verdict: Seedream 5.0 Lite followed nearly all technical prompts perfectly, delivering a high-quality cinematic image with clear motion blur and realistic textures. While Stable Diffusion 3.5 Medium captured the 'candid' and 'imperfect' mood well, it suffered from significant detail degradation on the human figure and failed to execute the specific shallow depth of field and motion blur requests accurately.
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
Seedream 5.0 Lite
- + Excellent depiction of ornate engraved plate armor with high-contrast lighting.
- + Clean and realistic facial features that match the paladin archetype.
- + Clearly visible beads in the hair as requested.
- − The leather straps and undergrowth cloth are present but lack deep texture detail.
- − The scars look like surface marks rather than integrated skin texture.
Stable Diffusion 3.5 Medium
- + Superb skin texture including dirt, pores, and sweat that feels more 'battle-worn'.
- + Dramatic lighting that correctly creates high-contrast shadows on the face.
- + Intricate engraving on the metal surfaces.
- − Missed the specific instruction for beads in the hair braids.
- − The crown of the head shows some messy hair-to-skull merging artifacts.
Verdict: Seedream 5.0 Lite followed the prompt more accurately by including the requested beads in the braids and maintained high visual clarity. Stable Diffusion 3.5 Medium provided a more visceral and realistic 'battle-worn' skin texture but failed the specific detail of the beads and had minor anatomical coherence issues near the hairline.
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
Seedream 5.0 Lite
- + Perfect text legibility with accurate spelling and pricing.
- + Clear, professional layout with logical categorization of food items.
- + High-quality, realistic food photography that aligns with the menu descriptions.
- − The layout is a bit basic and lacks the 'vibrant accents' requested beyond small icons.
Stable Diffusion 3.5 Medium
- + Good use of a grid layout for photos.
- + Captures the 'vibrant' and 'modern' aesthetic better through variety in imagery.
- − Text is completely illegible gibberish.
- − The layout is cluttered and lacks clear sections for appetizers, pizzas, and mains.
- − Resolution of individual food images is lower with visible AI artifacts.
Verdict: Seedream 5.0 Lite produced a fully functional, professional-grade menu with perfect text rendering and logical structure. Stable Diffusion 3.5 Medium failed to generate readable text and provided a chaotic layout that ignored specific section headers, making Seedream 5.0 Lite the clear winner.
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.”
AI Judge Analysis
Seedream 5.0 Lite
- + Perfect adherence to the 'exploded burger' requirement with all ingredients clearly separated.
- + Excellent text integration with the requested glowing, fiery effect and starburst shape.
- + Exceptional photorealism and professional lighting on the individual food items.
- − None observed.
Stable Diffusion 3.5 Medium
- + Good rendering of the fiery background.
- + The burger has a solid aesthetic quality.
- − Failed the 'exploded burger' requirement as ingredients are mostly stacked.
- − The text is flat and lacks the requested glowing fiery effect.
- − The starburst is a generic circular icon rather than the requested shape and style.
Verdict: Seedream 5.0 Lite produced a superior result by following every technical instruction in the prompt, particularly the 'exploded' composition and the specific styling of the text and starburst. Stable Diffusion 3.5 Medium failed to separate the ingredients as requested and produced standard, non-fiery text that does not fit the 'Magic Burger' theme as well.
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
Seedream 5.0 Lite
- + Excellent text legibility and spelling accuracy.
- + Very realistic chalk texture and natural handwriting style.
- + Strong prompt adherence for the specific dates and prices.
- − The cursive requirement for the title was not fully met, as it is in print.
- − Minor spelling errors at the bottom such as 'Heriss' and 'frese'.
Stable Diffusion 3.5 Medium
- + Matches the 'elegant cursive' requirement for the menu items better.
- + Creative layout with distinct chalk borders.
- − Poor spelling and illegible text for most items.
- − Failed to render the specific date requested correctly.
- − Cluttered composition that ignores the requested item list structure.
Verdict: Seedream 5.0 Lite is the clear winner as it successfully rendered almost all the requested text with high legibility and a convincing chalk texture. Stable Diffusion 3.5 Medium failed significantly on text accuracy, producing nonsensical words and failing to follow the specific menu item instructions.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
Seedream 5.0 Lite
- + Excellent high-detail rendering of the space background and nebula.
- + The horse's anatomical detail and fur texture are very realistic.
- + Strong cinematic lighting and composition.
- − Failed the specific spatial instruction for the horse to be on top of the astronaut.
Stable Diffusion 3.5 Medium
- + Includes a clear horizon line that adds to the cinematic feel.
- + Clean, modern aesthetic for the astronaut suit.
- − Failed the specific spatial instruction for the horse to be on top of the astronaut.
- − Anatomical issues with the horse's legs appearing distorted or multi-jointed.
- − The astronaut's legs appear disconnected or extra limbs are present beneath the horse's belly.
Verdict: Both Seedream 5.0 Lite and Stable Diffusion 3.5 Medium failed the negative constraint to have the horse on top of the astronaut. However, Seedream 5.0 Lite is the superior image due to its 훨씬 higher level of detail and the absence of the significant anatomical glitches found in the Stable Diffusion image.
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
Seedream 5.0 Lite
- + Excellent adherence to all prompt details, including the businesswoman looking at her phone.
- + Very realistic lighting and textures for both the capybara's fur and the taxi interior.
- + Strong composition that shows the relationship between the driver and passenger through the window and windshield.
- − The placement of the steering wheel looks slightly detached from the dashboard.
- − Small anatomical glitch with the capybara's claws on the steering wheel.
Stable Diffusion 3.5 Medium
- + The capybara's expression and clothing are well-rendered and charming.
- + Good use of depth of field with the blurred background.
- − Failed to include the phone in the businesswoman's hands as requested.
- − The front paws are merged together in a distorted way over the steering wheel.
- − The perspective of the taxi roof and signage is warped and lacks photorealism.
Verdict: Seedream 5.0 Lite followed the complex prompt much more accurately, successfully including the businesswoman looking at her phone while maintaining a high level of photorealistic detail. Stable Diffusion 3.5 Medium missed key details like the phone and suffered from significant anatomical distortions in the capybara's paws and the vehicle's geometry.
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
Seedream 5.0 Lite
- + Excellent text rendering with perfect spelling and font choice
- + Sophisticated gothic aesthetic with high-quality cinematic lighting
- + Precisely adheres to all prompt elements including the specific border and scroll
- − The composition is a bit crowded with the large title text
Stable Diffusion 3.5 Medium
- + Features a nice hand-drawn illustration style
- + Includes twisted trees and jack-o-lanterns as requested
- − Frequent spelling errors in every single line of text
- − Fails to render the central glowing jack-o-lantern, placing them in corners instead
- − Lacks the specific scroll banner and web/thorn border requested
Verdict: Seedream 5.0 Lite followed the prompt instructions perfectly, delivering clean, legible text and a cohesive gothic aesthetic. In contrast, Stable Diffusion 3.5 Medium struggled significantly with text legibility and ignored several specific layout instructions like the banner and central jack-o-lantern.
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
Seedream 5.0 Lite
- + Excellent text rendering and layout for both 'JAPAN' and 'SUSHI'.
- + Perfectly followed the diorama base and isometric perspective requirements.
- + High-quality 3D render style with a variety of recognizable sushi pieces.
- − The salmon nigiri texture is a bit flat compared to more realistic PBR renderings.
- − The text is slightly off-center compared to the platform below.
Stable Diffusion 3.5 Medium
- + Strong texture on the ikura (salmon roe) and seaweed wrapping.
- + Clean, vibrant color palette.
- − Failed to include the diorama base requested in the prompt.
- − Missing the Japanese flag icon.
- − The text formatting is strange, with 'SUSHI' dominating 'JAPAN' and some graphical artifacts on the 'S'.
Verdict: Seedream 5.0 Lite followed every instruction in the prompt, including the complex request for a diorama base, specific text placement, and the inclusion of a flag icon. Stable Diffusion 3.5 Medium produced a higher quality texture on the food itself but failed on many of the compositional and secondary element requirements, such as the platform and the flag.
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
Seedream 5.0 Lite
- + Includes all four requested animals (dog, cat, bunny, fox) clearly and accurately.
- + Excellent adherence to the 'god rays' and 'dew sparkles' atmospheric prompts.
- + The composition feels more dynamic and playful, with animals interacting with the butterflies.
- − The art style leans slightly towards a stylized 3D render rather than 'hyper-photorealistic'.
- − Some lighting artifacts on the fox's tail and the kitten's paw.
Stable Diffusion 3.5 Medium
- + Rich, vibrant colors and high contrast in the lighting.
- + Good fur texture and detail on the animals shown.
- − Failed to include the requested baby bunny animal.
- − The kitten looks more like a fox hybrid than a classic tabby kitten.
- − The composition is static and lacks the 'tumbling' and 'chasing' action requested.
Verdict: Seedream 5.0 Lite is the clear winner as it successfully included all four requested animals and captured the specific environmental details like dew and god rays. While Stable Diffusion 3.5 Medium has high contrast, it missed the baby bunny entirely and ignored the requested playful interactions, creating a more generic portrait.
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
Seedream 5.0 Lite
- + Excellent text rendering with correct spelling and accents.
- + Clean, minimalist vector aesthetic that adheres closely to the logo request.
- + Simple colors and clear composition ideal for branding.
- − The banner graphic is slightly disjointed where it overlaps itself.
- − The interpretation of 'cloche dome' is very basic compared to the artistic potential of the prompt.
Stable Diffusion 3.5 Medium
- + Intricate vintage engraving style with nice hand-drawn texture.
- + Dynamic and visually interesting interpretation of a vintage emblem.
- − Multiple spelling errors including 'Florrian' instead of 'Florian' and 'Est 170' instead of '1720'.
- − The composition is cluttered and loses the 'minimalist' requirement of the prompt.
- − Contains illegible gibberish text on the bottom banner.
Verdict: Seedream 5.0 Lite followed the prompt instructions much better, producing a clean, usable logo with perfect spelling and a minimalist vector style. Stable Diffusion 3.5 Medium opted for a more complex illustrative style but failed significantly on text accuracy and the 'minimalist' constraint.
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
Seedream 5.0 Lite
- + Excellent typography with nearly perfect spelling of names and mission phases.
- + Strict adherence to the 1-6 step sequence requested in the prompt.
- + Clean, modern vector aesthetic that perfectly matches the 'NASA-inspired' style.
- − The 'Translumar' label contains a minor typo (should be Translunar).
Stable Diffusion 3.5 Medium
- + Interesting artistic composition using curves and circles.
- + Adheres well to the requested color palette.
- − Text is largely gibberish and full of spelling errors.
- − The icons do not clearly represent the specific requested steps (e.g., Saturn V icon).
- − Fails to create a logical 1-6 step infographic sequence.
Verdict: Seedream 5.0 Lite followed every instruction of the complex prompt, producing a functional, high-quality infographic with accurate iconography and readable text. Stable Diffusion 3.5 Medium failed on the informational aspect, producing garbled text and failing to follow the chronological step-by-step requirements. Seedream 5.0 Lite is the clear winner for its superior prompt adherence and technical execution.
Explore each model
Stability AI's 2.5-billion parameter Multimodal Diffusion Transformer with improvements (MMDiT-X) text-to-image model optimized for consumer hardware, featuring improved image quality, typography, and complex prompt understanding