6B parameter image generation model excelling at rendering multilingual text directly in generated images
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
LongCat-Image
#62 of 62 in Text-to-Image
Seedream 4.5
#9 of 62 in Text-to-Image
Where the votes landed
LongCat-Image
0%
win rate
Ties
0%
Seedream 4.5
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
LongCat-Image
- + Excellent rendering of the glass cube with realistic thickness and edge refraction.
- + Very high visual quality and sharp details on the book and plant.
- + Superior interpretation of the plant being 'partially visible through the glass'.
- − The blue sphere is relatively large compared to the 'small' descriptor in the prompt.
Seedream 4.5
- + Follows the 'small' sphere instruction more accurately in terms of scale.
- + Accurate lighting and shadow placement according to the window position.
- + Clean, minimalist composition.
- − The glass cube is missing a front face, appearing more like a three-sided stand.
- − The perspective of the cube's base is slightly warped compared to the table plane.
Verdict: LongCat-Image is the superior model because it successfully renders a complete six-sided glass cube with realistic refractive properties, whereas Seedream 4.5 fails to render the front face of the cube. LongCat-Image also handles the complex interaction of the plant being seen through the glass with much higher fidelity and realism.
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
LongCat-Image
- + Natural street photography composition with an 'imperfect' framing feel
- + Realistic skin texture and facial details
- + Accurate depiction of rain streaks in the background
- − The bicycle geometry is broken with three wheels and confusing frame lines
- − Lack of requested motion blur on the passing cars
Seedream 4.5
- + Excellent adherence to the motion blur request for passing cars
- + Superior rendering of water droplets on the raincoat and wet pavement reflections
- + Higher level of skin detail and hand realism
- − The composition feels slightly more staged than Model A's candid street look
- − The bike chain and spokes have some minor AI artifacts
Verdict: Seedream 4.5 is the clear winner as it successfully incorporated almost all prompt elements, including the difficult 'motion blur from passing cars' which LongCat-Image missed. While LongCat-Image captured a very convincing street photography layout, the structural errors in the bicycle (three wheels) make it less successful than Seedream 4.5's highly detailed and atmospheric output.
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
LongCat-Image
- + Excellent depiction of ornate engraved plate armor with complex patterns
- + Clearly visible braids with multicolored beads
- + Good lighting and color saturation with a cinematic feel
- − The facial wound looks like a digital artifact or ink smudge rather than a realistic battle scar
- − The lighting on the face is a bit flat compared to the dramatic background
Seedream 4.5
- + Highly realistic skin textures with believable scars, dirt, and facial hair
- + Superior lens-accurate shallow depth of field and bokeh effects
- + Masterful use of warm torchlight highlights reflecting off the skin and metal
- − Composition is slightly tighter, cropping out some of the armor detail
- − Braids are partially obscured by the angle of the head
Verdict: Seedream 4.5 is the clear winner due to its exceptional realism and adherence to the 'close portrait' instruction, featuring lifelike eyes and perfectly rendered skin textures. While LongCat-Image provided better visibility of the armor and braids, its overall image quality feels more like a video game render compared to the photographic quality of Seedream 4.5.
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
LongCat-Image
- + Includes a diverse and vibrant color palette as requested
- + Features a varied grid-style layout with many food photos
- − Text is completely illegible and contains gibberish characters
- − The composition feels cluttered and disorganized
Seedream 4.5
- + Very clean and professional minimalist layout
- + Text is largely legible with clear section headers like 'Appetizers' and 'Pizza'
- + High-quality, appetizing food photography
- − Simple layout is less adventurous than the requested complex grid
- − Text entries under headers become repetitive and lose realism
Verdict: Seedream 4.5 captures the 'modern minimalist' aesthetic much more effectively with its clean lines and legible sans-serif typography. While LongCat-Image attempts a more complex grid, the resulting layout is chaotic and the text is entirely nonsensical, whereas Seedream 4.5 produces a functional-looking design.
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
LongCat-Image
- + Excellent text legibility and graphic design integration.
- + Very sharp photorealistic detail on the meat and cheese.
- + Creative literal 'fiery' glow effect on the main title.
- − Failed the 'exploded' instruction as the burger is fully assembled.
- − The lighting on the burger feels a bit flat compared to the background.
Seedream 4.5
- + Captured the 'exploded' aspect with ingredients flying around the core.
- + Great sense of motion and cinematic lighting.
- + Stronger atmospheric integration with the fiery environment.
- − The 'MAGIC BURGER' text has more legible 'A' and 'R' issues compared to Model A.
- − Some components like the flying pickle look slightly blurry/lower quality.
Verdict: LongCat-Image delivers a much cleaner graphic layout with perfect text rendering, but fails to follow the 'exploded suspension' prompt. Seedream 4.5 captures the dynamic motion and exploded components much better, creating a more exciting composition despite slightly less polished text.
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
LongCat-Image
- + The chalk texture on the letters and the board smudges is very realistic.
- + Captures the high-contrast aesthetic of a bold chalkboard.
- − Numerous spelling errors including the main title ('TOAYS STAYs').
- − Failed to render the specific menu items requested in the prompt.
- − The layout of prices and text is disorganized and confusing.
Seedream 4.5
- + Excellent prompt adherence with near-perfect spelling of all requested text.
- + Successfully completed the truncated 'Brown But...' request as 'Brown Butter Chocolate Chip Cookies'.
- + The chalk handwriting style is consistent, elegant, and perfectly legible.
- − The word 'Risotto' and its price are accidentally repeated twice.
- − Slightly less 'gritty' chalk texture compared to Model A, though still clearly hand-drawn.
Verdict: Seedream 4.5 is the clear winner as it accurately rendered almost all the text requested in the prompt with high legibility and correct spelling, whereas LongCat-Image produced gibberish. Seedream 4.5 also showed superior intelligence by correctly inferring the completion of the truncated 'Brown Butter' item.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
LongCat-Image
- + Features a more complex scene with planetary bodies and space hardware.
- + The horse has clear, realistic anatomy and textures on the coat.
- + Good lighting contrast between the subject and the celestial background.
- − The horse appears to have five legs, which is a major anatomical artifact.
- − Includes strange, nonsensical floating objects like the distorted aircraft in the upper left.
- − Failed the specific prompt instruction for the horse to be 'on top' of the astronaut.
Seedream 4.5
- + Deep, cinematic colors with a vibrant nebula that enhances the surreal theme.
- + Cleaner composition with better subject focus.
- + The astronaut's gold visor is well-rendered with convincing reflections.
- − Completely failed the negative constraint/positional instruction (horse on top, not vice versa).
- − Significant anatomical error with an extra human-looking leg dangling beneath the horse's belly.
Verdict: Both models failed the specific prompt instruction to place the horse on top of the astronaut, instead providing the standard interpretation of an astronaut riding a horse. LongCat-Image has more significant background artifacts and a five-legged horse, while Seedream 4.5 offers superior lighting and colors despite its own anatomical error (a ghost human leg). Seedream 4.5 is the marginal winner for its higher visual quality and atmospheric composition.
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
LongCat-Image
- + Excellent photorealism in textures, especially the capybara's fur and the jacket fabric.
- + High level of detail in the city background and lighting reflections on the car window.
- + Captures the professional expression of the capybara well.
- − The capybara's paw/hand looks somewhat mutated and uncanny.
- − The perspective is slightly awkward with two passengers squeezed in, and the car's exterior taxi light is oriented strangely.
Seedream 4.5
- + Correctly places both front paws on the steering wheel as requested.
- + The composition is cleaner and captures the specific 'bored' expression of the passenger perfectly.
- + Text rendering on the hat is clear and accurate.
- − The capybara's fur looks slightly less detailed compared to Model A.
- − The background lights are a bit more generic and less distinctly 'New York street' than the other image.
Verdict: While LongCat-Image has slightly more realistic textures, Seedream 4.5 is the overall winner for its superior composition and adherence to the character instructions. Seedream 4.5 successfully placed both paws on the wheel and captured the specified 'bored' expression of the passenger, making the surreal scene feel more grounded and humorous.
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
LongCat-Image
- + Successfully integrated thorns and spiderwebs as a decorative border.
- + Text rendering for the main title and banner is mostly accurate and aesthetically pleasing.
- + Good use of the 'parchment' texture as requested.
- − Failed significantly on the event details text at the bottom, producing gibberish like 'The Armiees'.
- − The transitions between the parchment and the central scene are a bit harsh and poorly blended.
Seedream 4.5
- + Perfect text rendering for all requested information, including the bottom event details.
- + Higher visual quality with cinematic lighting and a more cohesive atmosphere.
- + Composition is balanced and professionally designed for an invitation.
- − Missed the 'parchment' requirement, opting for a digital poster look instead.
- − The thorns are present only in the corner rather than forming a border.
Verdict: Seedream 4.5 is the clear winner due to its superior text legibility and cinematic visual quality; it accurately rendered every piece of event information requested. While LongCat-Image followed the 'parchment' and 'border' instructions more literally, it failed on the specific text details at the bottom which is critical for an invitation.
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
LongCat-Image
- + Excellent text rendering and placement
- + Beautiful miniature cartoon-style textures that look like soft clay
- + Perfectly executes the isometric 45-degree angle
- − The sushi-geta (wooden base) is slightly cropped at the bottom
- − The salmon texture has a slightly rubbery appearance
Seedream 4.5
- + Clean layout with a distinct diorama-style raised base
- + High-clarity textures on the sushi rice and fish
- + Accurate representation of the requested flag icon and text
- − The text 'JAPAN' is slightly off-center and the 'SUSHI' text is smaller than requested
- − The lighting is a bit harsh on the front face of the diorama base
Verdict: Both models followed the complex prompt very well, but LongCat-Image is the winner due to its superior aesthetic cohesion and perfectly rendered stylized textures. While Seedream 4.5 handled the diorama base concept well, the graphic design and overall polish of LongCat-Image's 3D cartoon style felt more professional and accurate to the 'soft refined textures' requested.
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
LongCat-Image
- + Excellent rim lighting and clear god rays from the sun.
- + Sharp focus on the central subject with high surface detail on the fur.
- + Vibrant and saturated color palette that fits the wholesome vibe.
- − Failed the prompt by merging the cat and bunny into a single 'cat-rabbit' hybrid creature.
- − The composition feels more static and posed rather than 'playfully chasing' and 'tumbling.'
Seedream 4.5
- + Successfully includes all four distinct animals (puppy, kitten, fox, and bunny) whereas the competitor merged two.
- + Better sense of movement and dynamic action with a 'tumbling' feel.
- + Beautiful atmospheric effects with dew sparkles and a dreamy sunrise glow.
- − The fox's eyes appear slightly uncanny and overly enlarged.
- − Higher amount of lens flare/blooms can slightly obscure fine fur details in some areas.
Verdict: Seedream 4.5 is the clear winner because it successfully generated four distinct animals as requested, while LongCat-Image produced a bizarre 'cat-with-rabbit-ears' hybrid instead of a separate kitten and bunny. Seedream 4.5 also better captured the requested action of the animals tumbling and chasing through the meadow, whereas LongCat-Image felt more like a static studio 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
LongCat-Image
- + Successfully included all prompt elements like the steam, banner, and text.
- + Captures a distinct vintage woodcut texture.
- − Text duplication error with 'Caffè' appearing twice.
- − The composition is cluttered and lacks the requested 'minimalist' feel.
- − The steam lines are messy and inconsistent.
Seedream 4.5
- + Excellent adherence to the 'minimalist' and 'vector emblem' style.
- + Clean, professional typography and perfect spelling.
- + Well-balanced composition with a clear focal point.
- − The steam is very small and lacks detail.
- − Visual interest is slightly lower compared to the intricate texture of the other model.
Verdict: Seedream 4.5 followed the prompt much more effectively by creating a clean, minimalist vector logo with accurate spelling. LongCat-Image suffered from significant text repetition and a cluttered layout that contradicted the minimalist requirement despite its nice vintage texture.
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
LongCat-Image
- + Features a bold, retro-modern aesthetic that fits the space theme.
- + Good use of the requested navy and red color palette.
- + Includes a clear lunar module illustration.
- − Text is largely illegible gibberish.
- − Only captures one or two of the requested steps correctly.
- − The composition is cluttered and confusing for an infographic.
Seedream 4.5
- + Perfectly follows all six requested steps in a logical timeline.
- + Excellent text rendering for steps and astronaut names.
- + Clean, professional flat-vector aesthetic that adheres strictly to the prompt.
- − The descent icon shows a generic satellite rather than a lunar module descent.
- − The Saturn V rocket is slightly simplified compared to the other icons.
Verdict: Seedream 4.5 is the clear winner as it produced a functional, legible infographic that meticulously followed the six-step sequence requested in the prompt. While LongCat-Image captured a nice 'NASA' mood, it failed on prompt adherence, providing gibberish text and a fragmented layout.
Explore each model
ByteDance's latest image generation model unifying text-to-image and image editing in a single architecture, with improved text rendering and 30-40% faster generation than v4.0