OpenAI's legacy image generation model supporting generations, edits with masks (inpainting), and variations
Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.
DALL-E 2
#59 of 62 in Text-to-Image
FLUX.1 Kontext [dev]
#54 of 62 in Text-to-Image
Where the votes landed
DALL-E 2
100.0%
win rate
Ties
0.0%
FLUX.1 Kontext [dev]
0.0%
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
DALL-E 2
- + Features a wooden table with floor reflections.
- + Muted artistic lighting style.
- − Fails almost all prompt instructions: no blue sphere inside, no book on top, and no plant behind.
- − Poor spatial reasoning and object separation.
FLUX.1 Kontext [dev]
- + Perfect prompt adherence: all objects are present and in the correct spatial relationships.
- + High visual quality with realistic textures and lighting.
- + Convincing glass refraction and reflections on the sphere.
- − The base of the cube looks like a mirror rather than plain glass.
- − The book appears slightly small relative to the cube.
Verdict: DALL-E 2 fails significantly on the prompt, missing several key elements and producing a blurred, abstract composition. In contrast, FLUX.1 Kontext [dev] follows every instruction perfectly, accurately placing the blue sphere inside the cube and the red book on top while maintaining high realism.
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
DALL-E 2
- + Successfully captured the 'imperfect framing' and 'candid' feel requested in the prompt.
- + Atmospheric and realistic reflections on the wet pavement.
- + Good use of bokeh and shallow depth of field.
- − The subject's face is completely blurred/obscured, missing the request for an 'elderly Japanese man' detail.
- − The focus is extremely shallow to the point where it is difficult to see the 'repairing' action.
- − Low resolution and grainy quality compared to modern models.
FLUX.1 Kontext [dev]
- + High resolution and clear representation of an elderly Japanese man and a red bicycle.
- + Accurately depicts the light rain and the street reflections.
- + Realistic skin textures and clothing details.
- − Failed to include 'motion blur from passing cars' as cars are mostly stationary in the background.
- − The composition is very centered and posed, missing the 'imperfect framing' and 'candid' request.
- − The man is sitting on the bike rather than 'repairing' it.
Verdict: DALL-E 2 followed the stylistic cues of 'imperfect framing' and 'candid' much better than FLUX.1 Kontext [dev], but failed significantly on subject clarity and resolution. FLUX.1 Kontext [dev] produced a much higher quality image with better detail, though it ignored the negative space and motion blur requirements, and changed the action from repairing to sitting. FLUX is the likely winner for delivering a coherent, high-quality image despite the literal prompt misses.
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
DALL-E 2
- + Heavily textured armor creates a tactile feeling of grit and age.
- + Strong adherence to the bokeh sparks and torchlight effect in the background.
- − Image is extremely blurry and lacks anatomical coherence or facial detail.
- − Completely fails to render braids, eyes, or complex engraving as requested.
- − The 'battle-worn' effect looks more like abstract rust or texture noise rather than a person.
FLUX.1 Kontext [dev]
- + Excellent anatomical detail with lifelike eyes and realistic facial expressions.
- + High-fidelity rendering of ornate engraved plate armor and cloth underlayers.
- + Follows all prompt instructions including faint scars, hair details, and warm lighting.
- − The 'braided' aspect of the hair is subtle and mostly hidden behind the head.
- − The armor looks a bit too clean for a 'battle-worn' description, despite the facial scars.
Verdict: FLUX.1 Kontext [dev] far outperforms DALL-E 2 in this comparison, providing a clear, high-resolution portrait that accurately depicts the character's features and intricate armor. DALL-E 2 produced an abstract, muddy image that lacks any of the requested facial details or distinct material textures.
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
DALL-E 2
- + Strong bold typography that fits the minimalist aesthetic
- + Creative use of geometric shapes as placeholders for food imagery
- − Does not follow the grid layout for food photos requested
- − Text rendering is significantly distorted and illegible
- − Fails to clearly delineate sections for appetizers, pizza, and mains
FLUX.1 Kontext [dev]
- + Excellent adherence to the grid layout with vibrant food photos
- + Clearly defined sections and hierarchical typography
- + High visual quality and realistic rendering of culinary items
- − Some minor artifacts in the smaller text lines
- − The word 'Appetizers' is misspelled as 'APPETIZRS'
Verdict: FLUX.1 Kontext [dev] is the clear winner as it directly follows the prompt's request for a grid of food photos and specific restaurant sections. While DALL-E 2 offers a stylized interpretation, it fails to deliver a functional menu design, whereas FLUX.1 Kontext [dev] provides a professional, clean, and modern layout that is much closer to a real-world application.
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
DALL-E 2
- + Captures the 'exploded' and 'dynamic' motion requested in the prompt.
- + Has a strong fiery aesthetic with glowing embers integrated into the food.
- − Text rendering is poor with significant spelling errors ('MARGIC', 'BAGUEC').
- − Low visual clarity and poor food detail; components look messy and unappetizing.
- − Failed to include the price or starburst element.
FLUX.1 Kontext [dev]
- + Excellent text rendering including the primary title and starburst price tag.
- + Photorealistic food detail with crisp textures and appealing colors.
- + High-quality composition that looks like a professional commercial advertisement.
- − Failed to create an 'exploded' burger, showing an assembled burger instead.
- − Typo in the secondary text: 'INHL Y' instead of 'ONLY'.
Verdict: DALL-E 2 better understood the requested 'exploded' composition but failed significantly on text and image quality. FLUX.1 Kontext [dev] produced a much more professional and photorealistic advertisement with accurate primary text, though it ignored the instruction to separate the burger components in mid-air.
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
DALL-E 2
- + The texture of the chalk on the board is realistic.
- + It captures the handwritten aesthetic reasonably well.
- − The text is completely illegible gibberish.
- − It failed to follow any of the specific menu items or date requested in the prompt.
- − The composition is cluttered and poorly framed.
FLUX.1 Kontext [dev]
- + Successfully rendered the specific menu items and most of the requested date.
- + High resolution with clear, readable handwriting.
- + Excellent composition and framing of the chalkboard.
- − Contains several spelling errors and repetitions like 'Mashroom' and 'with with'.
- − The date 'APRIL' is rendered with some garbled characters.
Verdict: FLUX.1 Kontext [dev] is the clear winner as it successfully follows the complex text requirements of the prompt, despite some minor spelling artifacts. DALL-E 2 fails the text-to-image challenge completely, producing only illegible scribbles that do not match the requested content.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
DALL-E 2
- + Features a classic cinematic and grainy space aesthetic.
- + Displays a coherent celestial background with a moon surface and planet.
- − Fails the negative constraint by placing the astronaut on top of the horse.
- − The horse's anatomy is distorted with mismatched leg placement and a strange tail.
- − Low resolution and blurry textures compared to modern models.
FLUX.1 Kontext [dev]
- + Successfully follows the difficult spatial reasoning prompt by placing the horse on top of the astronaut.
- + High-resolution image with crisp details on the space suit and horse's mane.
- + Photorealistic rendering of the astronaut's face and skin textures inside the helmet.
- − The composition feels a bit static with the astronaut just floating.
- − The interaction between the horse and the astronaut's shoulders is slightly awkward.
Verdict: FLUX.1 Kontext [dev] is the clear winner because it successfully understood and executed the inverted logic of the prompt ('horse on top, not vice versa'), which is a significant reasoning challenge for AI. DALL-E 2 produced a generic image of an astronaut riding a horse, completely ignoring the specific instruction and offering much lower visual 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
DALL-E 2
- − Failed to understand the scene composition, placing the passenger in the front seat.
- − Severe anatomical artifacts, distorted faces, and a nonsensical animal representation.
- − Composition is messy with low resolution and incoherent objects.
FLUX.1 Kontext [dev]
- + Excellent prompt adherence, correctly placing the capybara as the driver and the woman in the back seat.
- + High visual quality with realistic fur textures and cinematic lighting.
- + Perfectly captures the 'bored' expression of the passenger and the 'professional' demeanor of the capybara.
- − Only one paw is strictly on the steering wheel, while the other is on its lap.
Verdict: DALL-E 2 failed significantly on this prompt, producing a distorted and incoherent image where roles were swapped and the capybara is barely recognizable. In contrast, FLUX.1 Kontext [dev] followed every detail of the prompt with high fidelity, creating a clear, professional, and humorous scene that perfectly matches the requested aesthetic.
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
DALL-E 2
- + Strong moody lighting that feels authentically vintage and eerie.
- + Distinct gothic border texture with thorns and organic shapes.
- − Text is completely illegible and misspelled.
- − Missing requested visual elements like the central jack-o-lantern and bats.
FLUX.1 Kontext [dev]
- + Clear, legible header text and event details.
- + Includes all requested focal points: jack-o-lantern, bats, and thorns.
- + Well-balanced composition with an organized layout.
- − The 'small scroll banner' text contains several spelling errors.
- − Visual style feels more like a modern digital graphic than a vintage parchment poster.
Verdict: FLUX.1 Kontext [dev] followed the complex instructions much better than DALL-E 2, successfully including specific characters, objects, and legible date/location details. While DALL-E 2 captured a superior 'moody' atmosphere, its failure to render readable text or the primary jack-o-lantern subject makes it less useful as an invitation.
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
DALL-E 2
- + Matches the requested isometric 45-degree angle.
- + Clean lighting and shadows.
- − Fails to include the word 'JAPAN'.
- − Misspells 'SUSHI' as 'Sush'.
- − Text is placed on the plate rather than at the top-center background.
- − The sushi models are poorly defined and unappetizing.
FLUX.1 Kontext [dev]
- + Excellent text rendering, correctly including 'JAPAN' and 'SUSHI'.
- + Follows the instruction for a flag icon and top-center text placement.
- + Beautiful clay-like 3D cartoon textures that feel cohesive.
- + Clean, professional composition that matches the 'diorama' aesthetic perfectly.
- − The flag icon is a simplified geometric representation rather than a literal Japanese flag.
- − The camera angle is more of a front-perspective than a 45-degree top-down isometric view.
Verdict: FLUX.1 Kontext [dev] significantly outperformed DALL-E 2 by accurately following complex text instructions and providing a high-quality 3D cartoon aesthetic. While DALL-E 2 captured the isometric angle better, its failure to spell 'SUSHI' correctly and the complete omission of the word 'JAPAN' makes it a much weaker response.
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
DALL-E 2
- + Attempts to include all five requested animal types.
- + Includes colorful butterflies in the scene.
- − Abysmal image quality with severe artifacting and distorted limbs.
- − Animals look like taxidermy or poorly photoshopped cutouts.
- − Lack of coherence and photorealism.
FLUX.1 Kontext [dev]
- + Excellent visual quality with ultra-detailed fur and sharp rendering.
- + Beautiful cinematic lighting with a warm golden sunrise effect.
- + Superior composition that captures dynamic movement and joy.
- − Failed to include the full count of different animals (missing the rabbit and fox kit).
- − The 'tabby kitten' appears more as a plain ginger/white kitten.
Verdict: FLUX.1 Kontext [dev] significantly outperforms DALL-E 2 in terms of visual quality, realism, and aesthetic appeal, creating a professional-grade image with beautiful lighting. However, DALL-E 2 attempted to follow the prompt's count more closely, but the resulting image is plagued by severe technical glitches and looks like a low-quality collage. FLUX.1 is the clear winner for its artistic and technical superiority.
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
DALL-E 2
- + Captured a generic cloche shape
- + Followed the warm brown and cream color palette
- − Text is completely illegible and gibberish
- − The graphic elements are messy and poorly rendered
- − Lacks the requested 'Est. 1720' banner and subtle texture
FLUX.1 Kontext [dev]
- + Perfect text rendering for both 'Caffè Florian' and 'Est. 1720'
- + Clean vector emblem style with clear minimalist lines
- + Accurate inclusion of the cloche dome with a steam detail
- − Missing the specific 'banner' element for the date as requested in the prompt
- − The font choice leans more modern-bold than 'classic' typography
Verdict: FLUX.1 Kontext [dev] is the clear winner as it successfully rendered all text elements accurately and maintained a professional vector logo aesthetic. DALL-E 2 failed significantly on text legibility and graphic clarity, producing an unusable and incoherent image.
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
DALL-E 2
- + Matches the 'NASA-inspired' and technical layout aesthetic better.
- + Follows the color palette requirements accurately.
- + Good use of space and technical-looking line work.
- − Text is completely illegible and gibberish.
- − Failed to follow the requested 1-6 step sequence.
- − Does not use the specific requested icons like Saturn V.
FLUX.1 Kontext [dev]
- + Features more recognizable iconography like the Moon and celestial bodies.
- + Closer to therequested infographic structure with numbered lists.
- + Clean, modern vector style as requested.
- − Contains significant spelling errors ('APOLO', 'DESCNT').
- − Iconography is abstract and messy in several places.
- − Numbering system is confusing and inconsistent (repeating '1').
Verdict: FLUX.1 Kontext [dev] followed the prompt more closely by attempting to create a sequential infographic with clear steps and labels, even though the spelling was poor. DALL-E 2 produced a more visually sophisticated layout that felt like a real NASA schematic, but it completely failed to include the requested steps and the text was purely abstract shapes.
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