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FLUX.2 [pro] Black Forest Labs Seedream 4.5 ByteDance

Settled by community votes across 12 shared challenges, with an AI judge weighing in on each.

FLUX.2 [pro]

26.3 arena score

#9 of 44 in Text-to-Image

Skill signature

Not enough comparable category data

The chart appears once both models have ratings across at least three shared arena categories.

Seedream 4.5

26.1 arena score

#10 of 44 in Text-to-Image

Vote tally

Where the votes landed

FLUX.2 [pro]

47.6%

win rate

Ties

4.8%

Seedream 4.5

47.6%

win rate

47.6% 4.8% ties 47.6%
Shared challenges 12

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 [pro]
Seedream 4.5

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent photorealism and soft lighting
  • + Accurate depiction of a thick plexiglass or glass cube
  • + Aesthetic composition with professional depth of field
  • The sphere appears more matte/plastic than glass-like
  • The plant is very blurry and mostly behind the book rather than visible through the glass cube

Seedream 4.5

  • + Perfect adherence to the requirement of seeing the plant through the glass
  • + Complex light caustic and reflection on the table
  • + High technical accuracy for the transparency of the sphere
  • The book texture appears slightly simplified
  • The lighting on the front face of the cube is somewhat flat

Verdict: Both models followed the prompt perfectly, but Seedream 4.5 is the winner for its superior handling of transparency and refraction. It successfully showed the plant through the glass cube as requested, while also creating realistic light caustics and reflections on the table surface. FLUX.2 [pro] produced a beautiful image but obscured most of the plant behind the solid red book.

Man and Car in California

Editing
Edit instruction

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

Source
FLUX.2 [pro]
Seedream 4.5
50% wins 25% ties 25% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent preservation of the specific Rolls-Royce Phantom Drophead Coupé model from the source.
  • + Natural integration of the man into the driver's seat with motion blur on the wheels.
  • + Accurately depicts the requested California coastline background.

Seedream 4.5

  • + Incredible preservation of the man's full outfit, including the specific coat, scarf, cargo pants, and boots.
  • + Cleverly shows the man inside the car while keeping the door open to display the full ensemble.
  • + High visual quality and realistic lighting on the subject.
  • The car's proportions and interior details are heavily distorted compared to the source image.
  • The perspective of the open door while the car is supposedly 'driving' is physically illogical.

Verdict: FLUX.2 [pro] followed the prompt more literally and maintained the integrity of the vehicle perfectly, though it lost some of the man's specific clothing details. Seedream 4.5 was much better at preserving the man's identity and full outfit from the second source image, but it heavily modified the car's interior and created an unrealistic logic where the car is driving with the door wide open. FLUX.2 [pro] is the more successful edit as it feels like a cohesive, realistic photograph.

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 [pro]
Seedream 4.5
0% wins 0% ties 100% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent adherence to the 'imperfect framing' prompt with the bike's front wheel cut off.
  • + Highly realistic skin textures and fine details on the hands and face.
  • + Mechanically accurate bicycle components including the derailleur and chain stay.
  • Relative lack of motion blur from passing cars compared to Model B.
  • The rain effect is very subtle, almost difficult to see on the subject.

Seedream 4.5

  • + Strong interpretation of motion blur with the streaking lights and car silhouette.
  • + Excellent rain atmosphere with visible droplets and high-contrast wet pavement reflections.
  • + Good candid feel with the subject looking directly at the camera.
  • The bicycle mechanics are nonsensical; the chain is hanging loose and not connected to a crankset.
  • The wrench tool the man is holding merges awkwardly into his hand and the wheel hub.
  • Visible AI artifacts/smudging on the man's jacket and the rear tire.

Verdict: FLUX.2 [pro] delivers a much more grounded and technically accurate image, particularly in the rendering of the bicycle and the natural skin textures of the man. While Seedream 4.5 captures the 'motion blur' and 'rain' aspects of the prompt with more visual flair, it fails significantly on anatomical and mechanical logic, with a broken bike chain and garbled hands. FLUX.2 [pro]'s use of the 'imperfect framing' makes it feel like a genuine street photograph.

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 [pro]
Seedream 4.5
50% wins 0% ties 50% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent adherence to the 'grid' requirement for food photos.
  • + Very clean, professional layout that closely resembles a real-world print menu.
  • + Higher text legibility and better preservation of sans-serif font styles.
  • Logical errors in text content, such as listing 'Pizza' twice and misspelling 'Mains' as 'MINS'.
  • Some food photos don't match their labels (e.g., steak under the first Pizza heading).

Seedream 4.5

  • + Clean, modern minimalist aesthetic with effective colored borders.
  • + High-quality, vibrant food photography that fills the frame well.
  • + Correct spelling of menu section headers like 'Mains'.
  • Failed the 'grid' requirement, opting for single large images per section instead.
  • Text alignment is slightly inconsistent, and repeated words like 'Restaurant' in the list feel like filler.

Verdict: FLUX.2 [pro] followed the layout instructions much better, providing the requested grid of photos and a professional multi-column design, though it suffered from some spelling and logical errors. Seedream 4.5 produced more appetizing individual images and correct headers but missed the grid layout and felt slightly more generic as a design. FLUX.2 [pro] is the winner for its superior composition and closer adherence to the specific design constraints.

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 [pro]
Seedream 4.5

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent side-profile lighting and cinematic depth of field.
  • + Very realistic capybara fur texture and skin details on the hands.
  • + Better integration of the background city lights with the car's interior reflections.
  • The paws on the wheel look a bit too human-like and uncanny.
  • The businesswoman's face looks slightly blurred and less detailed.

Seedream 4.5

  • + Perfectly captures the 'bored' expression requested for the businesswoman.
  • + The capybara's paws look more like natural animal paws while still gripping the wheel.
  • + Includes 'TAXI' text on the hat as implied by the professional driver context.
  • The composition is a bit flat with a more centered, symmetrical framing.
  • The fur texture on the capybara's face is slightly less sharp than in Model A.

Verdict: Both models followed the prompt exceptionally well, capturing the surreal scenario with high realism. FLUX.1 [pro] excels in cinematic atmosphere and textures, but Seedream 4.5 captures the specific characters' expressions and the 'boring' reality of the scene more accurately. Seedream 4.5 is the slight winner for its more natural-looking animal paws and the perfect execution of the passenger's expression.

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 [pro]
Before After
Seedream 4.5
67% wins 0% ties 33% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent realism in hair texture and flow
  • + Natural integration of the hairline with the forehead
  • + Color matches the existing beard well with realistic salt-and-pepper highlights
  • Significantly altered the beard shape and fullness
  • Subtly changed facial features, making the person look like a different individual

Seedream 4.5

  • + Excellent preservation of the original facial features and beard
  • + Perfectly maintains the background and lighting of the source image
  • + Follows the edit instructions while keeping the subject recognizable
  • The hairline is slightly too uniform and dark
  • The hair texture on top is a bit dense/flat compared to the sides

Verdict: FLUX.2 [pro] created more realistic hair texture but failed at source preservation by significantly changing the man's beard and facial structure. Seedream 4.5 successfully added a full head of hair while keeping the subject's face and beard exactly as they were in the original photo, making it the superior editing tool for this task.

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 [pro]
Seedream 4.5
50% wins 0% ties 50% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Perfectly captures the 'caricature' style with an expressive 2D illustration.
  • + Excellently integrates all elements: dogs in hockey gear, rink-themed desk, and anchor studio.
  • + High creative effort in transforming the environment into a cohesive scene.
  • The facial resemblance to the source image is significantly reduced in the cartoon style.
  • Moves away from the source image's realism entirely.

Seedream 4.5

  • + Maintains a much stronger facial resemblance to the subject in the source image.
  • + Effectively uses a 'big head' caricature style while keeping high-quality textures.
  • + Preserves the original background elements (wall, frames, couch) while adding the desk.
  • The hands are poorly rendered and look like small plastic nubs.
  • The integration of the hockey stick and gloves feels a bit like a clipart overlay compared to the rest of the scene.

Verdict: FLUX.2 [pro] interprets the prompt as a full cartoon illustration, creating a very humorous and detailed scene that captures all requested themes perfectly, though it loses the subject's exact likeness. Seedream 4.5 creates a 3D-style caricature that retains the subject's face and original background, but suffers from significant anatomical issues with the hands. FLUX.2 [pro] is the winner for its superior composition and more successful execution of the 'caricature' concept.

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 [pro]
Seedream 4.5

AI judge analysis unavailable for this challenge.

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 [pro]
Seedream 4.5

AI judge analysis unavailable for this challenge.

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 [pro]
Before After
Seedream 4.5
25% wins 0% ties 75% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Perfectly preserves the identity and facial features of the woman and the dog.
  • + Adds dynamic blowing hair that looks very natural and follows the wind direction.
  • + Maintains the exact clothing and background details from the original image.
  • The flying leaves are quite large and some appear slightly blurry in the foreground without much motion blur.

Seedream 4.5

  • + Adds a strong sense of energy by changing the woman's pose to a light jog.
  • + The leaves are smaller and more numerous, creating a chaotic, windy atmosphere.
  • + Successfully adds motion blur to the edges of the frame to increase the 'energetic' feel.
  • Changes the facial features of the woman significantly, losing the identity from the source image.
  • Modifies the woman's clothing (shorter jacket) and the dog's leash/harness position.
  • Lowers the overall sharpness and resolution compared to the source.

Verdict: FLUX.2 [pro] is the clear winner for this image editing task because it perfectly preserves the subjects' identities while adding the requested motion effects. Seedream 4.5 captures the 'energetic feel' well by changing the woman's pose to a jog, but it fails as an edit by completely changing her face and modifying the original details.

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 [pro]
Seedream 4.5
100% wins 0% ties 0% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent adherence to the 'minimalist' and 'vector emblem style' descriptors.
  • + Precise typography and accurate rendering of the 'Est. 1720' banner.
  • + Very clean layout with professional-looking line work and shading.
  • The 'cloche' looks slightly more like a bowl or lid than a traditional high-domed cloche.

Seedream 4.5

  • + Bold, clear design that emphasizes the cloche dome well.
  • + Good use of the requested warm brown and cream color palette.
  • + The text is legible and follows the curve of the emblem naturally.
  • The 'Est. 1720' banner is cut off at the edges of the image frame.
  • The 'cloche' shape is slightly flattened and the steam is very small compared to the text.
  • A bit less 'minimalist' than requested due to the high-contrast solid brown circle.

Verdict: FLUX.2 [pro] followed the prompt more effectively, delivering a sophisticated minimalist vector logo with a professional texture and perfectly contained layout. Seedream 4.5 created a solid design but failed on the composition by cutting off the banner at the edges of the frame.

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 [pro]
Seedream 4.5
67% wins 0% ties 33% wins

AI Judge Analysis

FLUX.2 [pro]

  • + Excellent typography and readability for main headings.
  • + Stronger illustrative vector style with more detail in the spacecraft icons.
  • + More cohesive vertical layout that tells a story from top to bottom.
  • Missed several steps of the requested 6-step sequence, only visualizing four main sections.
  • Body text under headings is illegible gibberish.

Seedream 4.5

  • + Perfect adherence to the 6-step prompt requirements, including all numbered stages from Launch to Landing.
  • + Extremely clean and professional vector iconography that looks like a real infographic.
  • + Accurate text rendering for all labels and the NASA-inspired header.
  • Icon for 'Descent' (step 5) incorrectly shows a satellite rather than a lunar module.
  • The Saturn V rocket in step 1 is a bit vertically compressed.

Verdict: Seedream 4.5 is the clear winner as it followed the complex 6-step structural instructions perfectly, whereas FLUX.2 [pro] omitted several requested stages. Seedream 4.5 also produced legible, accurate text for all labels and maintained a very clean, professional infographic aesthetic.

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