Black Forest Labs' open-weights multimodal flow transformer for in-context image generation and editing, available for non-commercial use with character consistency and style transfer capabilities
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
FLUX.1 Kontext [dev]
#54 of 62 in Text-to-Image
HiDream I1 Fast
#49 of 62 in Text-to-Image
Where the votes landed
FLUX.1 Kontext [dev]
0%
win rate
Ties
0%
HiDream I1 Fast
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 [dev]
- + Excellent rendering of textures, specifically the book pages and the wood grain.
- + Precise adherence to the light source direction from the left window.
- + Higher realistic detail in the glass reflections andplant foliage.
- − The bottom of the cube has a mirrored/reflective surface not explicitly requested.
- − The green plant appears to be growing inside the cube as well as behind it.
HiDream I1 Fast
- + Clean, minimalistic composition that follows all spatial instructions.
- + The glass cube looks more like a standard hollow display case.
- + Good representation of the blue sphere's scale relative to the cube.
- − The sphere appears to be floating unnaturally without touching the bottom surface.
- − Lower overall sharpness and texture detail compared to the competitor.
- − The book texture is somewhat flat and lacks the detail of individual pages.
Verdict: FLUX.1 Kontext [dev] produced a more photorealistic image with superior textures and lighting, though it introduced a mirrored base inside the cube. HiDream I1 Fast followed the prompt accurately but struggled with physics (floating sphere) and fine detail. FLUX.1 Kontext [dev] is preferred for its high visual fidelity and better material rendering.
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 [dev]
- + Excellent anatomical rendering of the hands and face
- + Accurate depiction of a red bicycle with realistic mechanical parts
- + Better adherence to the 'light rain' prompt with visible raindrops
- − Static cars in the background lack the requested motion blur
- − The man is standing/leaning over the bike rather than actively 'repairing' it
- − The framing is a bit too balanced for 'imperfect framing'
HiDream I1 Fast
- + Strong cinematic atmosphere with beautiful pavement reflections
- + Followed the 'imperfect framing' prompt with a more off-center, candid composition
- + Captures a sense of focused action as he looks down at the frame
- − Major anatomical error with three legs appearing under the bike
- − The bike's frame geometry is confusing and lacks functional detail
- − Missed the motion blur requirement for passing cars
Verdict: FLUX.1 Kontext [dev] produced a much higher quality image with realistic textures and correct anatomy, though it failed to include motion blur for the cars. HiDream I1 Fast better captured the requested grainy, imperfect street photography composition, but the severe anatomical failure of generating an extra leg makes it a lower-quality result. FLUX.1 Kontext [dev] is the clear winner for its technical coherence and detailed rendering of the subject.
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 [dev]
- + Excellent realistic facial textures and subtle scarring
- + Sophisticated use of lighting and shadows
- + Highly detailed and cohesive armor engraving
- − Missed the request for braided hair with beads
- − The background bokeh is somewhat sparse for 'bokeh sparks'
HiDream I1 Fast
- + Perfect adherence to the braiding and beads requirement
- + Superior rendering of 'bokeh sparks' and warm torchlight
- + Clear, high-contrast detail on various materials
- − Facial proportions and skin texture feel slightly stylized/plastic compared to Model A
- − The sword hilt in the background is slightly incoherent
Verdict: While FLUX.1 Kontext [dev] provides a more grounded and hyper-realistic portrait with incredible skin textures, it completely ignores the prompt requirement for braided hair. HiDream I1 Fast captures every element of the prompt, including the specific braids and beads, and delivers a much more vibrant and atmospheric use of light and sparks. Therefore, HiDream I1 Fast is the winner for its superior prompt adherence and visual dynamism.
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 [dev]
- + Features high-quality, vibrant food photography with realistic textures.
- + Uses a sophisticated and modern asymmetrical grid that feels professional.
- + Strong adherence to the bold sans-serif font and white background requirements.
- − Text is mostly gibberish with several character artifacts.
- − Lacks clear differentiation between the requested sections like appetizers and pizza.
HiDream I1 Fast
- + Clearly identifies the 'Appetizers' and 'Pizza' sections as requested.
- + The layout is more functional as a literal menu with price-like numbers.
- + Good use of vibrant red accents to highlight menu categories.
- − Visual quality of the food images is low with notable AI artifacts and blurriness.
- − The text rendering is very poor with extreme distortion in the header and body.
- − Composition feels a bit repetitive with very similar pizza images.
Verdict: FLUX.1 Kontext [dev] produced a far more professional and aesthetically pleasing design with high-quality food photography that fits a 'modern minimalist' aesthetic. While HiDream I1 Fast did a better job of actually categorizing the menu sections as requested, the poor image quality and severe text distortion make it less usable overall.
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 [dev]
- + Excellent typography rendering with clean, readable fonts
- + High visual clarity and photorealistic texture on the meat and charcoal
- + Strong adherence to the fiery background and embers theme
- − The burger is not exploded or suspended as requested; it is a standard assembled burger
- − Spelling error in 'ONLY' (rendered as 'LNHLY')
HiDream I1 Fast
- + Successfully captured the glowing, fiery effect on the main title text
- + Dynamic composition with floating vegetable elements suggesting motion
- + Better adherence to the 'starburst' shape for the price tags
- − Significant text corruption in the secondary messages and pricing
- − Lower resolution/clarity on fine details compared to the other model
- − The burger components are still mostly stacked rather than fully 'exploded'
Verdict: FLUX.1 Kontext [dev] produced a much cleaner and more professional-looking advertisement with superior textures and lighting, despite a small typo and failing to 'explode' the burger. HiDream I1 Fast attempted more of the dynamic motion requested in the prompt but suffered from severe text artifacts and lower overall visual quality. FLUX.1 is the preferred choice for its polish and readability.
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 [dev]
- + Excellent chalk texture and realistic handwriting variation
- + Clean layout that is easy to read
- + Accurately represents a chalkboard surface with subtle smudges
- − Significant spelling errors throughout the text
- − Failed to use elegant cursive for the title as requested
- − Text rendering is messy with word repetitions
HiDream I1 Fast
- + Better background context with the cafe setting
- + Includes the elegant cursive handwriting for the title as requested
- + Legible date and clear prices
- − Serious layout issues with text overlapping and clipping
- − Misspelled 'Butter' and 'and'
- − The 'Brown Butter' item is fragmented across multiple lines
Verdict: Both models struggled with the complex text requirements of the prompt, resulting in multiple spelling errors and formatting issues. FLUX.1 Kontext [dev] had superior chalk texture and a cleaner layout overall, while HiDream I1 Fast better followed the stylistic instruction for a cursive title and cafe background but suffered from severe text corruption and overlap.
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 [dev]
- + Excellent adherence to the complex prompt instruction of having the horse on top of the astronaut.
- + High visual quality with sharp details in both the suit and the horse's coat.
- + Successfully captures the requested 'surreal' and 'cinematic' atmosphere in space.
- − The horse's hind legs appear somewhat merged with the astronaut's back.
- − One of the astronaut's hands is slightly deformed.
HiDream I1 Fast
- + Strong composition and realistic lighting for a standard horse riding scene.
- + Good details on the astronaut's gear and the horse's tack.
- − Completely failed the negative constraint to have the horse on top.
- − Failed the environment prompt, placing the subjects in a desert instead of space.
- − Low image resolution with visible compression artifacts.
Verdict: FLUX.1 Kontext [dev] followed the difficult and specific prompt instructions perfectly, creating a surreal image of a horse riding an astronaut in space. HiDream I1 Fast failed almost every part of the prompt, providing a standard astronaut on a horse in a desert, while also exhibiting much lower image quality.
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 [dev]
- + Excellent photorealism in the capybara's fur and the taxi interior textures.
- + Strong adherence to the passenger's facial expression and activity.
- + Accurately places the passenger in the back seat as requested.
- − The capybara only has one hand on the steering wheel, failing the 'both paws' requirement.
- − Lighting is a bit dark, making the city background less distinct.
HiDream I1 Fast
- + Successfully places both paws on the steering wheel.
- + The city background is vibrant and captures the Manhattan night aesthetic well.
- + The yellow cap includes clear 'TAXI' text.
- − The passenger is placed in the front passenger seat instead of the back seat.
- − The transition between the capybara's head and the human hands on the wheel is very poor, looking like a mask over a human body.
- − Compositing issues where the capybara's head seems floating rather than attached to the body.
Verdict: FLUX.1 Kontext [dev] creates a much more convincing and high-quality photorealistic scene, correctly placing the passenger in the back seat and rendering a realistic capybara body. While HiDream I1 Fast followed the instruction for both paws on the wheel, it failed the spatial layout of the car and produced significant anatomical artifacts where the animal head meets human hands.
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 [dev]
- + Strong composition with a clean thistle border
- + High-quality central jack-o-lantern illustration
- + Clear rendering of the primary title text
- − Failed significantly on the scroll banner text and location name
- − Lacks the requested 'parchment' texture, using a solid dark background instead
HiDream I1 Fast
- + Excellent use of parchment texture and atmospheric lighting
- + Incorporated almost all requested elements including webs, thorns, and stylized trees
- + Better adherence to the 'vintage gothic' aesthetic
- − Multiple text overlapping errors and typos in the details section
- − Missed 'Invitation' in the main title
- − The scroll banner text is partially cut off and illegible
Verdict: Both models struggled with the complex text requirements. FLUX.1 Kontext [dev] produced a cleaner graphic but failed the 'vintage parchment' style, while HiDream I1 Fast captured the requested gothic atmosphere and background details much better despite more severe text hallucinations in the bottom half. HiDream I1 Fast is slightly preferred for its superior adherence to the artistic style and environmental prompts.
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 [dev]
- + Excellent text rendering and typography alignment.
- + Very clean, minimalist 3D cartoon aesthetic with soft lighting.
- + Adheres perfectly to the solid light blue background request.
- − The 'flag icon' is an abstract shape rather than a recognizable Japanese flag.
- − The sushi representation is slightly too abstracted and arguably misses the 'miniature' feel of a full dish.
HiDream I1 Fast
- + Includes a correct and recognizable Japanese flag icon.
- + Provides a more complex and interesting miniature diorama with varied sushi types and chopsticks.
- + Superior texture work on the rice and salmon, giving a more realistic PBR feel.
- − The alignment of the text elements is slightly cluttered compared to the clean prompt request.
- − The 'JAPAN' text is slightly less vibrant and well-integrated into the graphic design than the competing model.
Verdict: While FLUX.1 Kontext [dev] creates a cleaner and more professional graphic design layout, HiDream I1 Fast better fulfills the 'diorama' and 'miniature' aspect of the prompt with more detailed 3D assets and a correct flag icon. HiDream I1 Fast is the winner for its superior asset quality and adherence to the complex visual elements requested, despite the slightly busier text layout.
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 [dev]
- + Dynamic sense of motion with animals jumping/running
- + Clean lighting and consistent daisy-filled meadow
- + Accurate fur textures on the puppy
- − Failed to include the specific species (missing fox and bunny, duplicate cats)
- − Visible anatomy issues with the middle kitten's legs
- − Butterflies look a bit flat and artificial
HiDream I1 Fast
- + Better variety of requested animals including the fox kit and tabby kittens
- + Excellent 'god rays' lighting effect as requested
- + Highly detailed and convincing fur textures
- − Static composition despite prompt asking for them to be 'chasing' and 'tumbling'
- − Misses the baby bunny species entirely
- − Pupils on the puppy are slightly asymmetrical
Verdict: HiDream I1 Fast followed the prompt more accurately by including the fox and tabby patterns, whereas FLUX.1 Kontext [dev] generated duplicate kittens and missed the species variety. While HiDream I1 Fast is more static, its superior atmosphere, lighting, and fur detail make it closer to the requested '8K masterpiece' than the more cartoonish and anatomically flawed FLUX.1 Kontext [dev].
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 [dev]
- + Excellent typography with perfect spelling and accent marks.
- + Clean vector-style execution that matches the minimalist prompt.
- + Perfectly balanced layout and spacing.
- − The cloche dome icon is slightly abstract and could be interpreted as a building dome.
- − Omission of the requested 'banner' element.
HiDream I1 Fast
- + Successfully included the requested banner and steam elements.
- + Classic illustrative style that feels historically appropriate.
- + The cloche dome is clearly recognizable.
- − Text rendering is poor with a typo in the establishment date ('17210').
- − Internal text on the cloche is slightly misaligned.
- − Less 'minimalist' than Model A, leaning closer to a detailed illustration.
Verdict: FLUX.1 Kontext [dev] delivers a much cleaner, professional logo with perfect text rendering, though it missed the specific 'banner' requirement. HiDream I1 Fast followed the prompt more literally by adding the banner and steam, but it failed on basic execution with a significant typo in the year. FLUX.1 Kontext [dev] is the better choice for a usable logo design project.
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 [dev]
- + Excellent adherence to the color palette using navy and muted red.
- + Contains high-quality vector-style typography and iconography.
- + Maintains a consistent graphic design language throughout the icons.
- − Spelling errors in primary text such as 'APOLO' and 'TRANGULIITY'.
- − The icons are highly abstract and do not clearly represent the specific mission steps requested.
- − Garbled text in the descriptions makes it unusable as an infographic.
HiDream I1 Fast
- + Correctly spelled the mission name as 'APOLLO 11'.
- + Icons are more literal and recognizable as celestial bodies and spacecraft.
- + Good layout that connects icons to a central rocket graphic.
- − Visual style includes illustrative shading and textures that deviate from the 'flat-vector' request.
- − Text rendering becomes very messy in smaller fonts and sub-bullets.
- − Inconsistent numbering and sequence logic for the mission steps.
Verdict: HiDream I1 Fast is the likely winner because its icons are actually recognizable as a mission to the moon, and it correctly spells the main title, despite failing to strictly follow the flat-vector style. FLUX.1 Kontext [dev] has superior graphical consistency and aesthetic appeal but fails significantly on readability and spelling, including misspelling the name of the mission itself.
Explore each model
Distilled version of HiDream AI's 17B parameter text-to-image model