Black Forest Labs' 12-billion parameter multimodal flow transformer for in-context image generation and editing with character consistency, typography handling, and commercial-ready quality
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX.1 Kontext [pro]
#41 of 62 in Text-to-Image
Qwen Image 2512
#30 of 62 in Text-to-Image
Where the votes landed
FLUX.1 Kontext [pro]
50.0%
win rate
Ties
0.0%
Qwen Image 2512
50.0%
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
FLUX.1 Kontext [pro]
- + Excellent adherence to lighting instructions with a soft, natural glow coming from the window on the left.
- + Extremely realistic glass texture with thin, accurate beveling.
- + Perfect composition and spacing between objects.
- − The blue sphere has a slightly fuzzy or felt-like texture rather than appearing as a smooth geometric solid.
Qwen Image 2512
- + Strong handling of reflections and refractions within the glass cube.
- + Solid material rendering of the red book's texture and paper edges.
- − The glass is tinted teal/cyan, whereas 'glass cube' usually implies clear glass unless specified.
- − Internal reflections are slightly chaotic, making the base of the cube look like a mirror.
Verdict: Both models followed all spatial and color instructions perfectly. FLUX.1 Kontext [pro] is the winner due to its superior realism in glass rendering and more accurate interpretation of 'soft light from the left,' whereas Qwen Image 2512 introduced a heavy blue-green tint to the glass and had more cluttered reflections.
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
FLUX.1 Kontext [pro]
- + Excellent skin texture and realistic wrinkles on the face and hands.
- + Atmospheric rain effect with visible streaks and moody lighting.
- + Accurately depicts the requested red bicycle color and shallow depth of field.
- − The man appears to be riding or holding the bike rather than repairing it.
- − The hand integration on the left handlebar is slightly anatomically awkward.
Qwen Image 2512
- + Better adherence to the 'repairing' aspect of the prompt with a crouching pose.
- + Realistic street environment with strong wet pavement reflections.
- + Shows a more complete view of the bicycle.
- − The man is making direct eye contact, which feels less 'candid' and more like a portrait.
- − The bicycle's chain and frame geometry have significant structural inaccuracies.
- − Skin texture looks slightly smoother and more artificial compared to the other model.
Verdict: FLUX.1 Kontext [pro] captures the cinematic, realistic aesthetic much better with superior skin textures and convincing rain effects, though it misses the specific action of 'repairing'. Qwen Image 2512 captures the pose and environment well but suffers from major structural issues in the bicycle and a less natural feel. FLUX.1 Kontext [pro] is the winner for its professional photographic quality and stunning realism despite the minor semantic miss.
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
FLUX.1 Kontext [pro]
- + Natural skin texture and subtle, realistic facial scarring.
- + Excellent engraving detail on the pauldrons with realistic metal reflections.
- + Soft, high-quality depth of field and bokeh effect.
- − Missed the request for beads in the hair braids.
- − The character looks a bit too 'clean' for a battle-worn paladin despite the prompt.
Qwen Image 2512
- + Accurately included the small beads in the braided hair.
- + Captures the 'battle-worn' aesthetic much better with grime and prominent scars.
- + Stronger interpretation of the torchlight source and sparks.
- − The sparks look slightly artificial compared to the rest of the scene.
- − The light source on the right is a bit bright, distracting from the facial details.
Verdict: Qwen Image 2512 followed the prompt much more closely, specifically including the hair beads and a more convincing 'battle-worn' appearance with grit and dirt. While FLUX.1 Kontext [pro] produced a beautiful, clean portrait with excellent metallic engraving, it felt less like a paladin in the middle of a conflict and ignored the bead detail.
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
FLUX.1 Kontext [pro]
- + Excellent font legibility with bold sans-serif headers
- + Clean, minimalist white space usage that feels professional
- + Accurate rendering of the requested pizza and appetizer sections
- − The 'Mains' section features a pizza photo, which is repetitive
- − Food image cropping is slightly inconsistent
Qwen Image 2512
- + Stronger adherence to the 'grid' layout for food photos
- + Good use of vibrant color accents in the categorization
- + High resolution food imagery
- − The main header 'RESSAGRENT' is misspelled
- − The body text and numbers are messy and poorly rendered
- − The layout feels cramped with too many small photos at the top
Verdict: FLUX.1 Kontext [pro] is the superior choice because its typography and layout are actually functional for a menu, whereas Qwen Image 2512 suffers from poor text rendering and a misspelled header. While Qwen followed the 'grid' prompt more literally, FLUX.1 Kontext [pro] captured the 'modern minimalist' aesthetic much more effectively with clean lines and readable sections.
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
FLUX.1 Kontext [pro]
- + Excellent typography with a glowing neon effect.
- + High realism in the burger textures and melting cheese.
- + Dynamic sparks and glowing embers enhance the fiery theme.
- − Repeats the price element twice, which was not requested.
- − Missing the starburst element for the price.
- − The burger components are barely separated, failing the 'exploded' aspect of the prompt.
Qwen Image 2512
- + Accurately followed the 'exploded' burger request with clearly suspended layers.
- + Correctly implemented all text elements including the starburst for the price.
- + Better sense of motion with flying debris and ingredients.
- − Missed the word 'TIME' in the 'LIMITED TIME ONLY' text.
- − The burger bun texture looks slightly less realistic compared to Model A.
Verdict: Qwen Image 2512 is the preferred output because it successfully captured the 'exploded' composition and integrated the starburst element requested in the prompt. While FLUX.1 Kontext [pro] had superior lighting and texture, it failed to separate the burger components and made a significant error by duplicating the price tag.
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
FLUX.1 Kontext [pro]
- + Excellent spelling accuracy throughout the entire board.
- + The chalk texture looks very authentic and grainy.
- + Adheres well to the handwritten style and natural variations requested.
- − The title is not in an 'elegant cursive' style as specified.
- − The handwriting is a bit plain and lacks artistic flair.
Qwen Image 2512
- + Successfully followed the instruction for 'elegant cursive' handwriting for the title.
- + Superior composition with more artistic chalk flourishes and erased-swirl backgrounds.
- + High visual appeal with a better sense of depth and lighting.
- − Minor spelling error in 'Risitto' instead of 'Risotto'.
- − Slight color inconsistency where the chalk looks more yellowish/golden than white in some areas.
Verdict: FLUX.1 Kontext [pro] is more accurate in terms of spelling and literal font texture, but it failed to incorporate the cursive request for the title. Qwen Image 2512 has much better overall composition and artistic flair, correctly applying cursive and elegant styling, despite a single minor spelling mistake on one menu item. Qwen Image 2512 is the preferred choice for its superior aesthetic and better adherence to the specific stylistic descriptors in the prompt.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
FLUX.1 Kontext [pro]
- + Perfectly follows the specific instruction to have the horse on top of the astronaut
- + Highly creative interpretation featuring a smaller astronaut riding the horse that is riding a larger astronaut
- + Excellent cinematic lighting and textures
- − The astronaut at the bottom has hooves for feet, which is slightly confusing
- − Small anatomical oddities where the horse and lower astronaut connect
Qwen Image 2512
- + High visual clarity and sharp rendering of the space suit
- + Realistic lighting on the horse's coat
- − Completely failed the negative constraint/specific instruction by placing the astronaut on top
- − Lacks the surreal quality requested, opting for a standard 'astronaut riding a horse' trope
Verdict: FLUX.1 Kontext [pro] successfully followed the difficult prompt logic of having the horse on top of the astronaut, creating a truly surreal and cinematic image. Qwen Image 2512 failed the role-reversal instruction entirely, producing a conventional image of an astronaut riding a horse.
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
FLUX.1 Kontext [pro]
- + Excellent photorealistic lighting and skin/fur textures
- + Highly realistic capybara anatomy
- + Natural depth of field with the passenger in the background
- − The passenger is on a phone call rather than just looking at the phone as requested
- − Only one paw is clearly on the steering wheel
Qwen Image 2512
- + Perfect adherence to the passenger's bored expression and interaction with the phone
- + Followed the instruction for both front paws on the steering wheel
- + Strong frontal composition that shows both characters clearly
- − The paws look more like primate hands or gloves than capybara feet
- − The facial anatomy of the capybara is slightly distorted/elongated compared to a real one
Verdict: FLUX.1 Kontext [pro] creates a more cinematically realistic image with superior lighting and texture, but it misses certain prompt details like the specific bored expression and phone usage. Qwen Image 2512 followed every instruction in the prompt perfectly, including the 'both paws' and 'bored expression' constraints, though it suffers from slight anatomical inaccuracies in the capybara's paws.
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
FLUX.1 Kontext [pro]
- + Excellent typography style and overall readability.
- + Very atmospheric dark background with a moon that adds depth.
- + High-quality intricate web border.
- − Includes a line of gibberish text ('Your: Vorkleat...') not requested in the prompt.
- − The jack-o-lantern is slightly smaller in favor of empty space.
Qwen Image 2512
- + Great composition with twisted trees framing the central jack-o-lantern.
- + Accurately includes thorns and webs in the border as requested.
- + Matches the text prompt requirements for event details perfectly without extra noise.
- − Spelling error in the main title ('Hallowern' instead of 'Halloween').
- − The scroll banner is slightly warped on the right side.
Verdict: Both models followed the complex prompt very well, but they each struggled with specific text elements. FLUX.1 Kontext [pro] produced a more sophisticated gothic aesthetic and perfect primary spelling, but added a line of nonsensical text. Qwen Image 2512 had better framing and specific border details like thorns, but suffered from a major spelling error in the main title ('Hallowern').
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
FLUX.1 Kontext [pro]
- + Excellent adherence to the 'minimalist' instruction with a clean, single nigiri focal point.
- + Superior professional rendering of soft PBR materials and lighting.
- + Clean, stylized typography that fits the cartoon theme perfectly.
- − The flag icon is slightly stylized and not a standard rectangular flag shape.
- − The rice grains look slightly more like bubbles than traditional sushi rice.
Qwen Image 2512
- + Provides a more diverse range of sushi types on the plate.
- + Includes a perfectly rendered Japanese flag icon.
- + Good use of the diorama base concept with added decorative elements.
- − Text is slightly cluttered with many outlines and less breathing room.
- − Does not follow the 'minimal garnish' instruction as well as Model A.
- − Higher visual complexity detracts from the requested 'ultra-clean' aesthetic.
Verdict: FLUX.1 Kontext [pro] captures the requested 'ultra-clean' and 'minimalist' aesthetic perfectly, providing a high-quality 3D render that feels premium and focused. While Qwen Image 2512 offers more variety in its sushi selection, it feels more cluttered and misses the mark on the 'minimal garnish' requirement compared to the sleek presentation of FLUX.1 Kontext [pro].
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
FLUX.1 Kontext [pro]
- + Excellent depiction of warm golden light and god rays.
- + Captures a joyful and playful atmosphere with the animals looking upward at butterflies.
- + Soft, dream-like bokeh in the background enhances the 'wholesome' vibe.
- − Failed to include a rabbit, instead showing a second ginger kitten with long ears.
- − The anatomy of the middle cats is slightly merged and indistinct.
- − The animals are sitting rather than 'tumbling' or 'chasing' as requested.
Qwen Image 2512
- + Successfully included all four distinct species: puppy, tabby kitten, bunny, and fox.
- + Higher detail in fur texture and clearer facial features for each animal.
- + Better adherence to 'dew sparkles' and clear butterfly details.
- − The composition is a static group portrait rather than a dynamic scene of chasing and tumbling.
- − The god rays look a bit artificial and originate from directly behind the puppy's head.
- − The animals appear somewhat stiff and posed.
Verdict: Qwen Image 2512 is the overall winner because it successfully included all four requested animals, whereas FLUX.1 Kontext [pro] failed to generate the bunny, substituting it with a cat-like hybrid. Although neither model captured the 'tumbling/chasing' movement well, Qwen Image 2512 provided much sharper details and better species differentiation.
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
FLUX.1 Kontext [pro]
- + Excellent adherence to the 'minimalist' and 'vector emblem' style requirements.
- + The typography is clean, centered, and easy to read.
- + Accurately represents the color palette and subtle texture.
- − Includes a minor spelling error in the banner prefix ('EEST.' instead of 'Est.').
- − The steam icon is very basic compared to the rest of the illustration.
Qwen Image 2512
- + Beautifully detailed vintage illustration style with rich shading.
- + Perfect text rendering with no spelling errors.
- + Sophisticated use of steam and parchment texture to create a premium feel.
- − Violates the 'minimalist' requirement with its complex shading and ornate curls.
- − The cloche is slightly off-center relative to the text alignment.
Verdict: Both models followed the prompt closely, but they interpreted the style differently. FLUX.1 Kontext [pro] captured the 'minimalist vector' requirement perfectly but failed on the spelling of 'Est.', while Qwen Image 2512 ignored the minimalist instruction in favor of a highly detailed vintage illustration with perfect spelling. Qwen Image 2512 is the overall winner for its professional finish and correct text.
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
FLUX.1 Kontext [pro]
- + Excellent adherence to the NASA-inspired color palette.
- + Crisp vector-style art and clean typography.
- + Creative layout that uses the spacecraft to guide the eye.
- − Poor scientific accuracy with a ringed planet appearing to represent the moon or a second Earth.
- − Text labels are jumbled and do not follow the numbered sequence logically.
- − Fails to show several defined steps like the descent and landing modules.
Qwen Image 2512
- + Better task adherence regarding the 'steps' of the mission from 1 to 6.
- + Includes appropriate icons for the Lunar Module as requested.
- + Clean, professional infographic layout with readable icons.
- − Significant spelling errors in section headers like 'Translaurtcit' and 'Desceeint'.
- − Incorrect numbering sequence with the number 2 and 3 appearing twice.
- − The rocket icon lacks the red accents requested in the palette for that specific element.
Verdict: Qwen Image 2512 is the preferred choice because it successfully captures the requested infographic structure, including the specific spacecraft icons and chronological steps, despite some spelling errors. FLUX.1 Kontext [pro] produced a more stylish image but failed the core task of an infographic by being scientifically nonsensical and missing most of the specific instructional steps.
Explore each model
Improved version of Alibaba's Qwen image model with better text rendering, finer natural textures, and more realistic human generation.