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FLUX.2 [klein] 4B Black Forest Labs Seedream 5.0 Lite ByteDance

Settled by community votes across 20 shared challenges, with an AI judge weighing in on each.

FLUX.2 [klein] 4B

22.3 arena score

#32 of 62 in Text-to-Image

Skill signature · Text-to-Image

Seedream 5.0 Lite

23.7 arena score

#23 of 62 in Text-to-Image

Vote tally

Where the votes landed

FLUX.2 [klein] 4B

0.0%

win rate

Ties

0.0%

Seedream 5.0 Lite

100.0%

win rate

0.0% 0.0% ties 100.0%
Shared challenges 20

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent texture on the red book cover
  • + Very realistic wood grain and depth of field
  • + Convincing reflections on the interior base of the glass cube
  • The glass cube walls look slightly thin or inconsistently defined
  • The blue sphere has a slight plastic-like reflection that feels a bit flat

Seedream 5.0 Lite

  • + Perfect geometric shape of the glass cube with realistic edge thickness
  • + Clean and vibrant colors that match the prompt exactly
  • + Superior composition with the plant framed well behind the cube
  • The red book looks slightly more generic and less textured than in Model A
  • The shadows on the table are a bit sharp for 'soft window light'

Verdict: Both models followed the complex spatial instructions perfectly. Seedream 5.0 Lite is the winner due to better overall composition and a more convincing glass material, whereas FLUX.2 [klein] 4B provided more intricate surface textures on the book but had slightly less clear cube geometry.

Man and Car in California

Editing
Edit instruction

“Make a photo of the man driving the car down the California coastline”

Source
FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent preservation of the car's wheel design and front grill.
  • + Seamless integration of the background lighting and car reflections.
  • + Good preservation of the man's hair texture.
  • The man's face and clothing details are altered significantly from the source.
  • The man's pose is a bit passive, leaning back rather than actively driving.

Seedream 5.0 Lite

  • + Successfully merges the man's specific scarf and plaid coat from the source image.
  • + Captures the man's facial likeness and smile much better than Model A.
  • + Dynamic and convincing driving pose with both hands on the wheel.
  • Small artifacts on the car's body panels and rear headrests.
  • The car's wheels were changed from the source design to a different multispoke pattern.

Verdict: Seedream 5.0 Lite is the winner because it successfully integrated the man's identity, including his specific plaid coat and scarf, into the car. While FLUX.2 [klein] 4B preserved the car's details more accurately, it failed to maintain the man's likeness and clothing from the provided source image.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent wet surface reflections and realistic raindrop textures on the ground.
  • + Accurate full-body composition showing the scale of the street and the bike.
  • + Good adherence to the 'imperfect framing' prompt with a slightly high-angle, unpolished look.
  • The bike's mechanical structure is nonsensical, particularly the drivetrain and the rear wheel merger.
  • Lacks the requested 'motion blur from passing cars' as the background vehicles are relatively static.

Seedream 5.0 Lite

  • + Strong adherence to the 'motion blur' request with visible light trails from a passing car.
  • + Realistic skin textures and natural hand posing for a technical task.
  • + Better mechanical coherence of the bicycle frame and chain.
  • The composition feels a bit tight for a 'street photo', cropping out much of the setting.
  • The rain effect is slightly less convincing than Model A, looking more like static vertical lines.

Verdict: Seedream 5.0 Lite is the winner because it successfully integrated the difficult 'motion blur' requirement and maintained much higher anatomical and mechanical accuracy. While FLUX.2 [klein] 4B captured the atmospheric wetness of the pavement better, its failure to generate a functional-looking bicycle and its ignore of the motion blur prompt makes it a weaker technical adherence.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent adherence to the 'beads' prompt with varied small hair accessories
  • + High-quality texture on the metal engraving and leather straps
  • + Very realistic facial features and skin texture
  • The lighting feels a bit studio-like despite the torches
  • Armor design is a bit symmetrical and less cinematic

Seedream 5.0 Lite

  • + Superb cinematic lighting with warm golden highlights from the torch
  • + Higher quality texture on the cloth underlayer
  • + More artistic and expressive interpretation of the character
  • The braids are very thick and look slightly unnatural in their attachment
  • Armor details on the shoulder are slightly blurred/less sharp than model A

Verdict: Both models followed the prompt exceptionally well, but Seedream 5.0 Lite produces a more cinematic and atmospheric image with superior lighting and cloth textures. FLUX.2 [klein] 4B provides a sharper, more photographic quality particularly in the skin and armor engraving, but it lacks the depth and mood found in the competing image.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Features a high density of food photography illustrating various dishes
  • + Captures a sophisticated, modern minimalist aesthetic with a gallery-style layout
  • + High professional quality in the food imagery
  • Text consists of garbled, nonsensical characters rather than legible English
  • Layout is cluttered and lacks clear logical flow for a functional menu

Seedream 5.0 Lite

  • + Excellent text rendering with clear, legible English names and prices
  • + Perfectly adheres to the requested sections (Appetizers, Pizzas, Mains)
  • + Clean, professional layout that functions realistically as a menu
  • Simple grid layout is slightly less ambitious than the gallery style of the competitor
  • Text contains a minor typo ('FAIITAS' instead of 'FAJITAS')

Verdict: Seedream 5.0 Lite is the clear winner as it produces a functional, legible, and logically organized menu that follows all prompt instructions, including specific sections. While FLUX.2 [klein] 4B produces attractive food photography, its failure to generate readable text makes it ineffective for a menu design task.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent photorealistic texture on the burger bun and patties
  • + Vibrant starburst design for the price point
  • + Good use of embers and depth of field
  • Major text failure with the name 'MAGIC BURGER' being gibberish
  • The burger is held together rather than being 'exploded' into components as requested

Seedream 5.0 Lite

  • + Successfully followed the instruction for an 'exploded' burger with suspended components
  • + Perfect text rendering for all requested messages
  • + Strong thematic lighting and glowing effects
  • The 'starburst' for the price is a bit simplistic compared to Model A
  • Bottom bun looks slightly hollow or bagel-like

Verdict: Seedream 5.0 Lite is the clear winner as it followed every part of the prompt, including the complex 'exploded' composition and perfect text rendering. While FLUX.2 [klein] 4B had high-quality textures, it failed to separate the burger components and completely garbled the main title 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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent chalk texture and smudge effects on the board.
  • + Strong adherence to the 'elegant cursive' style for the item list.
  • + Authentic natural variations in letter size and spacing.
  • Numerous spelling errors including 'Trufffl', 'Musheram', and 'Ootrpous'.
  • The title has a spacing error in 'S PECIALS'.

Seedream 5.0 Lite

  • + Perfect spelling on the first two complex items.
  • + Excellent layout with clear underlining and legible handwriting style.
  • + Realistic perspective and depth of field in the cafe background.
  • The title is in all-caps block letters rather than the 'elegant cursive' requested.
  • Minor spelling errors in the bottom text ('frese', 'opstoons').

Verdict: Seedream 5.0 Lite performed significantly better with spelling and legibility of the main menu items, even though it missed the specific request for cursive in the title. FLUX.2 [klein] 4B captured the 'chalk' aesthetic and cursive style more accurately but struggled heavily with word accuracy and character formation.

Pose & Character Mashup

Editing
Edit instruction

“Use Image 1 as the exact pose reference and Image 2 as the character reference. Recreate the person/character from Image 2 in the exact dynamic pose and body position from Image 1. Keep the exact face, hair, clothing style/details, and expression from Image 2. Match the lighting and environment of Image 1. The final image must show the character from Image 2 performing the precise action/pose from Image 1 with perfect anatomy and natural integration.”

Source
FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Successfully replicates the exact limbs and torso positioning of the pose reference.
  • + Incorporates hair length/texture from the pose reference which creates a more dynamic effect than requested.
  • + Maintains the red ottoman and yellow background perfectly.
  • Confuses the hair from Image 1 with the character from Image 2.
  • Face is slightly distorted and does not match Image 2's facial structure perfectly.

Seedream 5.0 Lite

  • + Excellent character preservation, including hair, sunglasses, and scarf details.
  • + Strong lighting consistency with the original studio setup.
  • Significant failure in anatomy; the character is missing their left leg, resulting in an impossible physical structure.
  • Hands are poorly rendered with artifacting on the fingers.

Verdict: While Seedream 5.0 Lite does a better job of preserving the specific character's short hair and accessories, it suffers from a catastrophic anatomical failure by omitting a leg. FLUX.2 [klein] 4B followed the pose reference much more accurately and produced a physically plausible image, despite merging the hair from the pose reference onto the target character.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent anatomical realism in both the astronaut's suit and the horse.
  • + Crisp resolution and cinematic lighting relative to the Earth's atmosphere.
  • + Sophisticated composition with a sense of depth and scale.
  • Failed the specific spatial instruction for the horse to be on top of the astronaut.

Seedream 5.0 Lite

  • + Vibrant, colorful nebula background enhancing the surreal requested theme.
  • + High contrast and sharp details on the horse's coat and mane.
  • Failed the specific spatial instruction for the horse to be on top of the astronaut.
  • The perspective of the Earth in the background feels disjointed from the horse's lighting.

Verdict: Both FLUX.2 [klein] 4B and Seedream 5.0 Lite completely failed the negative constraint/spatial reversal that requested the horse be on top of the astronaut. However, FLUX.2 [klein] 4B is the superior image due to its more realistic lightning and better integration of the subjects into the environment, whereas Seedream 5.0 Lite looks more like a composite of disparate elements.

Outfit Transfer Challenge

Editing
Edit instruction

“Use Image 1 as the base person. Dress them in the exact elaborate outfit from Image 2 (including all layers, accessories, jewelry, and shoes). Carefully adapt the clothing to the body shape and pose in Image 1 while maintaining realistic fabric behavior, correct proportions, and perfect lighting/shadow matching. Keep the person’s exact face, hair, and background completely unchanged.”

Source
FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Successfully preserved the subject's unique skin patterns on the visible chest area.
  • + Highly accurate recreation of the plaided scarf and pea coat style.
  • + Near-perfect preservation of the background and wooden structure.
  • Missed the sunglasses from the reference outfit.
  • Altered the subject's face slightly, making the eyes appear a bit wider and more intense than the original.

Seedream 5.0 Lite

  • + Included the sunglasses and jewelry (watch, ring) from the reference image.
  • + Maintains the subject's original facial expression and features with high fidelity.
  • + Excellent integration of the complex clothing layers with realistic lighting.
  • Covered the chest area entirely, losing the visibility of the unique skin pattern from the source.
  • Slightly changed the crop/aspect ratio, cutting off more of the background sky.

Verdict: Both models performed exceptionally well in this complex outfit transfer. Seedream 5.0 Lite followed the instructions more comprehensively by including all accessories like the sunglasses and watch, while maintaining a more accurate replica of the face. FLUX.2 [klein] 4B is notable for its artistic choice to keep the chest open to show the subject's vitiligo, but it missed the sunglasses and slightly altered the facial structure.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent photorealism in the capybara's fur and the woman's facial expression.
  • + Perfectly captures the 'bored' expression requested for the passenger.
  • + The lighting inside the cabin feels very natural and cinematic.
  • The scale of the capybara relative to the woman makes the car feel extremely small.
  • The capybara's paws look slightly like mammalian fingers rather than distinct paws.

Seedream 5.0 Lite

  • + Strong composition showing both the internal taxi hardware and the Manhattan streetscape.
  • + Correct anatomical representation of capybara paws on the wheel.
  • + Good scale and depth between the front and back seats.
  • The passenger's face looks slightly less realistic and more smoothed.
  • The capybara's head has a slightly 'pasted on' look where it meets the jacket.
  • The taxi logo on the hat contains gibberish text.

Verdict: Both models followed the prompt exceptionally well, but FLUX.2 [klein] 4B wins on the sheer quality of the textures and the emotive accuracy of the passenger's expression. While Seedream 5.0 Lite offers a better sense of space and perspective within the vehicle, FLUX.2 [klein] 4B produces a more believable, high-fidelity photograph.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Atmospheric cinematic lighting with a strong central glow.
  • + Elegant border integration combining thorns and webs seamlessly.
  • Severely failed text rendering with multiple typos like 'Hallbwom' and 'Loeᴉton'.
  • Missing the 'Time' detail in the bottom text segment.

Seedream 5.0 Lite

  • + Perfect text accuracy for all requested fields including the title and scroll banner.
  • + Excellent interpretation of the 'dark parchment' texture with vintage aging effects.
  • + Strong composition that balances the central pumpkin with the surrounding text elements.
  • The thorns in the border look slightly more digital/artificial compared to the background.
  • The transition between the central scene and the parchment background is a bit abrupt.

Verdict: While FLUX.2 [klein] 4B provides a beautiful, moody atmosphere, it fails significantly on the primary functional requirement of an invitation: legible text. Seedream 5.0 Lite successfully rendered every piece of requested text perfectly on a high-quality vintage parchment background, making it the clear winner for this design task.

Bald man challenge

Image Editing
Edit instruction

“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”

Before After
FLUX.2 [klein] 4B
Before After
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent preservation of the original face, beard, and clothing
  • + Realistic wavy hair texture that matches the rugged aesthetic
  • + Extremely natural integration of hair around the ears and temples
  • The hair volume is quite large, which might be more than requested

Seedream 5.0 Lite

  • + Natural hairline and style
  • + Good preservation of the background and clothing
  • Slightly alters the shape of the face/forehead
  • The hair texture on the top of the head is slightly blurry compared to the beard

Verdict: FLUX.2 [klein] 4B is the clear winner as it perfectly preserves the subject's unique facial features and the sharpness of the original image while adding a highly realistic, thick head of hair. Seedream 5.0 Lite produces a good result but subtly changes the subject's facial appearance and lacks the fine detail in the hair strands seen in the other model.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent high-clarity textures that look very realistic
  • + Accurate 45-degree isometric perspective
  • + Soft, professional lighting and shadows
  • Text rendering is flawed, missing the 'I' in 'SUSHI'
  • Includes an incorrect flag icon (looks like Austria/Latvia)
  • Failed to include the requested 'raised diorama base' underneath the plate

Seedream 5.0 Lite

  • + Perfectly renders the text 'JAPAN' and 'SUSHI'
  • + Accurately includes the Japanese flag icon
  • + Followed the instruction for a 'small raised diorama base'
  • Textures look slightly more plastic/flat compared to Model A
  • Shadows on the base are a bit harsh compared to the 'gentle lighting' request

Verdict: Seedream 5.0 Lite is the clear winner as it followed every specific instruction, including the diorama base and accurate text/flag iconography. While FLUX.2 [klein] 4B had slightly superior material textures, it failed significantly on text spelling and factual accuracy regarding the flag.

Over-the-top cartoon caricature

Editing
Edit instruction

“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.”

Source
FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Features more classic caricature-style facial exaggeration
  • + Strong thematic environment with a news desk and studio background
  • + High level of detail in the dogs and the surrounding studio screens
  • Completely misses the 'hockey' requirement of the prompt
  • Text on screen and desk is garbled or nonsensical

Seedream 5.0 Lite

  • + Successfully incorporates all elements: tv anchor, dogs, and hockey (stick and puck)
  • + Maintains better source preservation by keeping the subject's denim shirt
  • + Legible and clear text on the desk plaque
  • The 'caricature' style is more of a generic cartoon/avatar than an exaggerated caricature
  • The hand holding the hockey stick is poorly rendered with too many fingers

Verdict: Seedream 5.0 Lite is the clear winner for prompt adherence, as it is the only model that included the hockey elements (stick and puck) alongside the news anchor and dog themes. While FLUX.2 [klein] 4B created a more detailed studio environment and a more 'exaggerated' face typical of a caricature, it failed to follow the complete set of instructions.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent photographic lighting and crisp detail on fur textures.
  • + Realistic anatomy for the puppy and fox.
  • + Beautiful rendering of god rays and wildflower depth.
  • Completely missed the baby bunny requirement, replacing it with a second kitten.
  • The kitten in the center has slightly distorted paws.

Seedream 5.0 Lite

  • + Successfully included all four requested animals: puppy, kitten, bunny, and fox.
  • + Highly expressive and cute character designs that fit the 'wholesome vibe'.
  • + Captures the tumbling/playful interaction well.
  • Less 'hyper-photorealistic' and more stylized/3D render aesthetic.
  • Fur texture is slightly smoothed out compared to Model A.

Verdict: While FLUX.2 [klein] 4B produces a more photorealistic image with superior lighting and texture, it failed at a basic prompt requirement by omitting the bunny. Seedream 5.0 Lite followed the prompt instructions perfectly, including all specific animals and better capturing the playful theme, despite having a slightly more 'animated' look.

Studio Ghibli Anime Style

Editing
Edit instruction

“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”

Source
FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent application of soft pastel colors and hand-painted watercolor textures.
  • + Successful transformation of the background into a dreamy, Ghibli-style landscape.
  • + Captures the requested warm, nostalgic mood perfectly.
  • Loses the specific 'offended' facial expression of the girlfriend on the right.
  • The red dress has faded significantly into a light pink, losing source color fidelity.

Seedream 5.0 Lite

  • + Perfectly replicates the classic Ghibli cel-shaded character art style.
  • + Preserves the iconic facial expressions from the 'distracted boyfriend' meme accurately.
  • + High source preservation including the street layout and color palette.
  • The background remains a blurred photograph rather than being transformed into an illustration.
  • Lacks the requested 'hand-painted textures' and 'dreamy backgrounds' compared to Model A.

Verdict: FLUX.2 [klein] 4B followed the stylistic prompts more closely by transforming the entire image into a painterly, watercolor illustration, though it lost the character's expressions and source colors. Seedream 5.0 Lite characteristically nailed the Ghibli anime aesthetic and preserved the meme's essence, but failed to edit the background. Seedream 5.0 Lite is preferred for maintaining the recognizable context of the meme while applying the most accurate line art.

Golden Hour Stroll

Image Editing
Edit instruction

“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”

Before After
FLUX.2 [klein] 4B
Before After
Seedream 5.0 Lite
0% wins 0% ties 100% wins

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Excellent hair motion that looks natural and windswept.
  • + The autumn leaves blend well with the lighting of the scene.
  • + High source preservation with no noticeable changes to the subject's face or clothing.
  • The brown leaves feel slightly out of place in a lush green park environment.

Seedream 5.0 Lite

  • + The green leaves match the color palette of the existing trees better than Model A.
  • + Successfully added wind-swept hair while keeping the face intact.
  • The leaves look like flat 2D stamps placed on top of the image rather than flying through the 3D space.
  • The motion in the hair is slightly less dynamic than Model A.

Verdict: FLUX.2 [klein] 4B is the winner because it successfully integrates the motion into the scene; the hair has realistic individual strands blowing in the wind, and the leaves have appropriate motion blur and depth. While Seedream 5.0 Lite correctly chose green leaves to match the park, the leaves appear as static icons overlaid on the photo, failing to capture the 'dynamic motion' requested.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Clean vector emblem style
  • + Appealing textured background
  • + Includes the requested steam detail
  • Misspelled name as 'FLAXTION'
  • Redundant date text (repeated inside and below the banner)

Seedream 5.0 Lite

  • + Correct spelling of 'Caffè Florian'
  • + Strong adherence to the banner and cloche composition
  • + Consistent warm brown and cream color palette
  • Typography on the main name is slightly uneven
  • The steam lines are somewhat generic and thick

Verdict: While FLUX.2 [klein] 4B has a slightly more polished vector texture, it completely fails the text prompt by spelling the name as 'FLAXTION'. Seedream 5.0 Lite correctly captures the text and follows the layout requirements more logically, making it the better choice for a logo design task.

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.”

FLUX.2 [klein] 4B
Seedream 5.0 Lite

AI Judge Analysis

FLUX.2 [klein] 4B

  • + Strong adherence to the NASA-inspired color palette
  • + Clean flat-vector style for the rocket and lunar module icons
  • Text rendering is very poor with significant misspellings like 'APLLO 1UT 1J'
  • The layout is cluttered and the sequence of steps is non-linear and confusing
  • Repeats variations of Earth icons instead of progressing through the specific steps requested

Seedream 5.0 Lite

  • + Excellent text rendering with no spelling errors in the headers
  • + Perfect adherence to the 6-step sequence requested with accurate icons
  • + Clean, professional layout that functions perfectly as an infographic
  • The 'Translumar' step is a bit overly minimalist compared to the other icons
  • Slightly less 'light gray' in the overall background compared to Model A's interpretation of the prompt

Verdict: Seedream 5.0 Lite is the clear winner for its superior ability to handle text and follow a logical sequence. It correctly lists all six requested steps with crisp icons and accurate labels, whereas FLUX.2 [klein] 4B fails significantly on text legibility and structural organization.

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