Black Forest Labs' premium multimodal flow transformer with greatly improved prompt adherence and typography generation for in-context image generation and editing without compromise on speed
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX.1 Kontext [max]
#23 of 62 in Text-to-Image
Qwen Image 2512
#30 of 62 in Text-to-Image
Where the votes landed
FLUX.1 Kontext [max]
0%
win rate
Ties
0%
Qwen Image 2512
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 [max]
- + Excellent handling of light and shadows, with clear window-shaped light patterns on the table.
- + Glass transparency is highly realistic, showing both the table surface and background through the cube.
- + High level of detail in the sphere's texture and the book's embossed text.
- − The sphere appears slightly textured/glittery rather than a smooth sphere.
- − The plant in the background is less distinct compared to the other model.
Qwen Image 2512
- + Successfully positions the plant behind the glass with clear distortion.
- + Good adherence to all spatial requirements of the prompt.
- + The blue sphere has a clean, smooth finish that looks realistic.
- − The glass has a thick, teal-tinted look that feels less like standard clear glass.
- − The lighting on the table is a bit flat compared to the requested window light.
- − The book's placement and the cube's edges look slightly less integrated with the environment.
Verdict: FLUX.1 Kontext [max] produces a more aesthetically pleasing image with sophisticated lighting and realistic glass caustic effects, though the sphere is highly textured. Qwen Image 2512 does a better job of showing the plant specifically 'through the glass' as requested, but the overall image quality and lighting are slightly less polished. FLUX.1 Kontext [max] is the preferred choice for its superior realism and lighting work.
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 [max]
- + Excellent depiction of heavy rain and wet surface reflections.
- + Successfully captures the action of repairing with detailed bicycle mechanics.
- + Accurate interpretation of 'imperfect framing' through its tight, ground-level composition.
- − The subject's facial features are slightly obscured by the angle and rain effects.
- − The man's ethnicity is less distinct compared to Model B.
Qwen Image 2512
- + Strong adherence to the 'candid' and 'natural skin texture' requirements for the subject.
- + Better motion blur in the background traffic as requested.
- + Very realistic facial features and clothing textures.
- − Fails the 'repairing' prompt as the man is simply posing with the bike.
- − The rain effect is very subtle, almost invisible compared to Model A.
- − Structural issues with the bike, such as the seat height and frame alignment.
Verdict: FLUX.1 Kontext [max] captures the atmosphere and specific action of the prompt much better, providing a cinematic scene of active repair in the rain. Qwen Image 2512 produces a better portrait of an elderly man with high realism, but it fails to show him actually repairing the bicycle and lacks the environmental intensity of the rain requested.
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 [max]
- + Exceptional high-resolution skin texture showing pores and sweat
- + Incredible detail on the ornate floral engravings of the armor
- + Very cinematic lighting and convincing bokeh sparks
- − Missed the request for beads in the hair
- − Character's skin tone appears overly saturated or 'reddened' by the light
Qwen Image 2512
- + Perfectly adhered to the hair beads requirement
- + Superior rendering of battle-worn elements like distinct scars and dirt
- + Better representation of the leather straps and buckle details requested
- − The torch in the background is a bit distracting and less 'bokeh' than requested
- − Armor engraving is slightly less intricate than that of the competitor
Verdict: While FLUX.1 Kontext [max] produces a more technically impressive and clean cinematic portrait, Qwen Image 2512 followed the prompt much more closely by including the specific beads and more prominent scarring. Qwen Image 2512 better captures the 'battle-worn' essence and every specific detail of the prompt, making it the overall winner.
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 [max]
- + Strong minimalist aesthetic with a clean white professional layout.
- + Sections are logically integrated with the food photos.
- + Excellent header design and typography scaling.
- − Included script fonts for section headers which deviates from the 'bold sans-serif' requirement.
- − Gibberish text in the smaller body copy.
Qwen Image 2512
- + Strict adherence to the bold sans-serif font requirement for all text.
- + Clearly defined sections for Appetizers, 'Means' (Mains), and 'Pies' (Pizzas).
- + Vibrant color accents used effectively in the iconography and grid.
- − The grid layout feels slightly cluttered with the dark-background photos against the white page.
- − Several typos in main headers like 'RESSAGRENT' and 'APPETIIZIZERS'.
Verdict: FLUX.1 Kontext [max] produces a much more realistic and professionally designed menu that looks ready for a restaurant, though it missed the specific font style for its section headers. Qwen Image 2512 followed the font and section instructions more literally but suffered from numerous spelling errors in the large text and a slightly less cohesive visual design. FLUX.1 Kontext [max] is the winner for its superior composition and high-quality image assets.
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 [max]
- + Excellent typography rendering with consistent glowing styles.
- + Food textures are very realistic and appealing.
- − Failed the 'exploded' request, as most of the burger is still stacked together.
- − The price is not inside a starburst element as requested.
- − Strange side-bun segments create a confusing composition.
Qwen Image 2512
- + Successfully captured the 'exploded' view with clear separation of ingredients.
- + Followed all layout instructions including the starburst for the price.
- + Dynamic sense of motion with sauce droplets and debris.
- − Slightly missed the 'TIME' in 'LIMITED TIME ONLY' text.
- − The tomato slices have a slightly glossy, artificial look compared to a real photo.
Verdict: Qwen Image 2512 followed the prompt's layout instructions much better, delivering a true exploded view and placing the price in the requested starburst. While FLUX.1 Kontext [max] had cleaner text and arguably better food textures, it failed to separate the burger layers as requested.
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 [max]
- + Excellent text accuracy with no spelling errors.
- + Includes helpful additional chalk smudges and eraser marks for realism.
- + Clear and highly legible lettering.
- − The 'elegant cursive' request for the title was not fully met, as it is in a standard block/print style.
- − The handwriting looks a bit too clinical and lacks the artistry requested in the prompt.
Qwen Image 2512
- + Followed the instruction for 'elegant cursive' handwriting for the title and menu items.
- + Better aesthetic composition with a more natural café atmosphere.
- + Excellent chalk texture and realistic variations in line thickness.
- − Contains a spelling error ('Risitto' instead of 'Risotto').
- − The handwriting is slightly more difficult to read due to the stylistic flourishes.
Verdict: FLUX.1 Kontext [max] delivered a technically perfect transcription with no spelling errors, though it failed to provide the requested 'elegant cursive' style for the title. Qwen Image 2512 much better captured the artistic spirit of the prompt with beautiful cursive chalk work, though it suffered from a spelling error in one of the main menu items. While Qwen is more visually appealing and fits the 'cozy café' vibe better, FLUX is preferred for its accurate text rendering.
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 [max]
- + High visual quality and cinematic lighting
- + Clean rendered details on both the suit and horse
- − Failed the negative constraint; the astronaut is on top of the horse
- − Lacks the requested surreal reversal of roles
Qwen Image 2512
- + Sharp focus on the astronaut's face and equipment
- + Good composition with Earth in the background
- − Failed the negative constraint; the astronaut is on top of the horse
- − The horse's front legs exhibit anatomical clipping/merging artifacts
Verdict: Both FLUX.1 Kontext and Qwen Image 2512 completely failed to follow the specific surreal instruction for a 'horse on top' of the astronaut. FLUX.1 Kontext is the preferred image as it has superior lighting, better anatomical coherence, and a more cinematic aesthetic compared to the messy leg anatomy provided by Qwen Image 2512.
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 [max]
- + Excellent photographic quality and lighting
- + Realistic capybara fur texture and professional expression
- − The woman in the back is out of focus and appears to be on a call rather than looking at a phone in a bored manner
- − The composition hides most of the taxi interior's front dashboard
Qwen Image 2512
- + Perfect adherence to the human character's bored expression and phone usage
- + Clearer view of both characters and the taxi interior
- + Accurately depicts both front paws on the steering wheel
- − The paws on the steering wheel look slightly like human fingers and are a bit uncanny
- − The capybara's face is slightly less photorealistic than high-end models
Verdict: While FLUX.1 Kontext [max] has superior aesthetic and photographic quality, it fails to capture the specific 'bored' expression and 'phone-looking' action of the passenger as well as Qwen Image 2512. Qwen's composition better tells the story requested by the prompt, though the anatomical rendering of the paws on the wheel is slightly awkward.
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 [max]
- + Excellent typography style that matches the gothic aesthetic
- + Perfect spelling on the main title and secondary text
- + Dark, moody atmosphere that feels like weathered parchment
- − The date is formatted with commas instead of dots
- − Repetitive location text at the bottom
Qwen Image 2512
- + Clear, readable scroll banner with no spelling errors
- + Accurate formatting of the date and location details
- + Dynamic and detailed background with twisted trees and bats
- − Spelling error in the main title: 'Hallowern'
- − The border webs look a bit more digital and less 'vintage parchment' style
Verdict: FLUX.1 Kontext [max] produces a much more atmospheric and aesthetically consistent design with no spelling errors in the prominent titles, though it struggles slightly with the repetitive data at the bottom. Qwen Image 2512 has better layout for the details and a great scroll banner, but it fails on the most important word by spelling it '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 [max]
- + Excellent 3D toy-like texture on the text and sushi
- + Clean representation of the isometric base
- + Soft, high-quality lighting that matches the requested PBR materials
- − Missed the request for a small flag icon
- − The text is slightly off-center
Qwen Image 2512
- + Followed all prompt instructions including the flag icon
- + Rich variety of sushi types on the plate
- + Excellent center alignment and layout
- − Texture on the base looks slightly muddy or melted
- − Lighting on the text is less cohesive than the scene below it
Verdict: FLUX.1 Kontext produced a more aesthetically pleasing 3D render with superior material work, but it missed the requirement for a flag icon. Qwen Image 2512 successfully included every element of the prompt, including the flag, and offered a more detailed variety of sushi, though its base texture is slightly less refined.
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 [max]
- + Excellent soft lighting and atmospheric god rays that feel natural.
- + Animals are well-integrated into the environment with a consistent level of detail.
- + Beautifully soft color palette that enhances the wholesome vibe.
- − The bunny looks slightly stylized or artificial compared to the other animals.
- − Less focus on the individual butterfly details compared to the other model.
Qwen Image 2512
- + Extremely high detail on the fur textures and facial features of each animal.
- + Better representation of butterflies with recognizable wing patterns.
- + High-contrast lighting that makes the subjects pop from the background.
- − The composition feels a bit cramped and posed rather than playful or 'tumbling'.
- − The rabbit's placement under the puppy's paws looks slightly awkward anatomically.
Verdict: Both models accurately included all four animals requested. FLUX.1 Kontext [max] captured the playful, airy atmosphere of the prompt more effectively with its soft lighting and composition, whereas Qwen Image 2512 provided superior texture detail and sharpness on the animals but felt more like a posed studio shot than a natural scene.
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 [max]
- + Excellent adherence to the 'minimalist' and 'vector emblem' style requirements.
- + Perfectly rendered typography with correct accents and clean spacing.
- + Subtle, authentic paper texture that enhances the vintage feel without being distracting.
- − The steam is very abstracted, represented by a single simple icon.
Qwen Image 2512
- + Beautifully detailed woodcut-style illustration of the cloche.
- + Strong color palette with rich gradients that give a premium feel.
- + Excellent banner design with dynamic movement.
- − Fails the 'minimalist' requirement, leaning more towards a complex illustration.
- − The steam is quite busy and detracts from the logo's legibility as a vector emblem.
Verdict: FLUX.1 Kontext [max] perfectly captured the requested minimalist vector aesthetic, delivering a clean and usable logo design with impeccable typography. Qwen Image 2512 created a more visually impressive illustration, but it ignores the 'minimalist' constraint in favor of a highly detailed, textured style.
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 [max]
- + Excellent typography rendering for the main title and astronaut names.
- + Clean, professional flat-vector aesthetic with a consistent color palette.
- + Good use of negative space and clear layout.
- − Failed to include exactly 6 sequential steps as requested, combining or skipping some.
- − The rocket design is a generic cartoon rocket rather than a Saturn V.
- − Some internal text elements contain gibberish.
Qwen Image 2512
- + Followed the 6-step structure much more closely.
- + The rocket icon accurately resembles the Saturn V requested in the prompt.
- + Included the requested icon types like the trajectory arc and descent module.
- − Poor typography with significant misspellings in the labels (e.g., 'TranslauraJ', 'Desceeint').
- − Cramped composition with labels and icons overlapping awkwardly.
- − The 'Steps stop at landing' instruction was rendered as literal text on the poster.
Verdict: Qwen Image 2512 followed the complex 1-6 logical sequence and specific icon requests (Saturn V, descent stages) much better than FLUX.1 Kontext [max], though it failed significantly on spelling and text clarity. FLUX.1 Kontext [max] produced a more visually polished and 'clean' graphic design, but it simplified the mission steps too much and ignored the specific Saturn V icon requirement. Qwen is preferred for informational accuracy, while FLUX is better for pure aesthetic quality.
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Improved version of Alibaba's Qwen image model with better text rendering, finer natural textures, and more realistic human generation.