HiDream AI's 17B parameter text-to-image model using sparse diffusion transformer with mixture of experts, achieving state-of-the-art image generation quality with strong prompt following
Settled by community votes across 12 shared challenges, with an AI judge weighing in on each.
HiDream I1 Full
#60 of 62 in Text-to-Image
LongCat-Image
#62 of 62 in Text-to-Image
Where the votes landed
HiDream I1 Full
0%
win rate
Ties
0%
LongCat-Image
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
HiDream I1 Full
- + Excellent handling of complex light and shadow, with dapples of light on the table matching the window light.
- + Stronger sense of depth with the plant being visually integrated behind the glass.
- + The sphere has a textured, matte finish that feels more tangible.
- − The sphere appears to be floating mid-air, which may be physically unrealistic compared to resting on the bottom.
LongCat-Image
- + The glass cube has highly realistic thickness and beveled edges.
- + Materials are very clear, especially the glass texture and the translucency of the sphere.
- + The composition is clean and follows all spatial instructions perfectly.
- − The window light looks a bit more generic compared to the directional lighting in the other image.
- − The sphere has some slight clipping artifacts with the corner of the glass cube.
Verdict: Both models followed the prompt perfectly, including the specific spatial arrangements of the objects. HiDream I1 Full is preferred for its superior lighting and atmosphere, featuring realistic light dapples and a more cohesive integration of the plant through the glass. LongCat-Image produced a very clean result with excellent glass thickness, but the lighting felt slightly less dynamic.
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
HiDream I1 Full
- + Excellent shallow depth of field and bokeh
- + Photorealistic skin textures and clothing details
- + Convincing wet pavement reflections
- − The bike anatomy is subtly incorrect near the seat and pedals
- − Failed to include the requested motion blur on cars
LongCat-Image
- + Successfully captured motion blur on passing cars
- + Natural crouching pose for a repair task
- + Interpreted 'imperfect framing' well by including a pole in the foreground
- − Serious anatomical errors on the bicycle with three wheels and overlapping frames
- − Skin texture is slightly smoothed and lacks the requested elderly detail
- − The rain effect looks like static overlays rather than natural droplets
Verdict: HiDream I1 Full produces a much higher quality image with realistic textures and lighting, though it missed some of the 'candid' motion details. LongCat-Image followed the prompt's technical requirements more closely (motion blur, framing) but suffered from major structural issues, particularly with the bicycle's geometry. HiDream I1 Full is the likely winner for its superior visual polish and believable human 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
HiDream I1 Full
- + Excellent facial detail and intense, lifelike eyes.
- + Highly intricate engraving on the plate armor that looks weathered and authentic.
- + Strong adherence to the 'close portrait' instruction with a compelling composition.
- − The scar on the forehead looks a bit like digital brush strokes rather than a healed wound.
- − The braids disappear oddly into the bottom of the frame.
LongCat-Image
- + Beautifully colored beads in the hair that pop against the scene.
- + Excellent rendering of the cloth and chainmail underlayers.
- + Very dynamic bokeh sparks and realistic torchlight interaction.
- − The portrait is a medium shot rather than a 'close portrait' as requested.
- − The face looks remarkably young and clean for a 'battle-worn' paladin.
Verdict: HiDream I1 Full followed the 'close portrait' and 'battle-worn' prompts much more effectively, delivering a gritty and intense character study. LongCat-Image produced a cleaner, more cinematic aesthetic with better material variety in the clothing, but failed to capture the proximity and weathered features requested.
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
HiDream I1 Full
- + Strong text legibility for main headers and prices
- + Very clean, minimalist white layout that feels professional
- + High-quality, consistent food photography
- − Redundant use of pizza images for all sections including 'Mains'
- − Limited variety in color and accents
- − Slightly too basic for a 'modern' design challenge
LongCat-Image
- + Creative use of vibrant color accents and blocks
- + Excellent grid-based layout with a variety of food types
- + Strong playful aesthetic suitable for casual dining
- − Text is largely nonsensical gibberish
- − Fonts are less professional/bold sans-serif and more stylized
- − Composition feels a bit cluttered compared to a minimalist brief
Verdict: HiDream I1 Full produces a much cleaner and more legible menu with professional-looking text, though it fails on variety by showing four nearly identical pizzas. LongCat-Image captures the 'vibrant accents' and 'grid' requirements better but suffers from chaotic, illegible text and cluttered design elements. HiDream I1 Full is the likely winner for its superior clarity and adherence to the minimalist, professional aesthetic.
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
HiDream I1 Full
- + The header text is very legible and spelled correctly.
- + The chalk texture on the 'Today's Specials' text looks authentic.
- − Completely failed to follow the requested menu items.
- − The lower text looks like a digital font rather than natural handwriting.
- − Includes some humorous and inappropriate nonsensical text like 'Fart Sanl'.
LongCat-Image
- + Successfully attempted the requested menu items (Risotto, Octopus).
- + The overall composition feels more like a cozy café environment.
- + Text variations and slants look more like natural chalk handwriting.
- − Significant spelling errors in every single word (e.g., 'ToayS STAYS', 'Arlil').
- − Text is somewhat messy and difficult to read in sections.
Verdict: Both models struggled significantly with spelling and instruction following. HiDream I1 Full produced a cleaner image with better spelling for the header, but completely ignored the specific menu items requested; LongCat-Image attempted the required menu items, but the spelling was so poor it became illegible.
The Reversed Rodeo
Text-to-Image“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”
AI Judge Analysis
HiDream I1 Full
- + Excellent cinematic lighting and composition
- + Dynamic sense of motion with the horse's pose
- + High detail in the astronaut's suit textures
- − The horse is missing its rear left leg
- − Anatomical issues where the astronaut's leg merges with the horse
LongCat-Image
- + More literal space background with moons and spaceships
- + Sharp focus on the face of the horse
- + Better preservation of the horse's anatomy compared to Model A
- − The horse appears to be walking on a planetary surface rather than floating 'in space' as depicted in the background
- − The background elements like the floating planes are incoherent and messy
- − Lighting is flat and less cinematic
Verdict: HiDream I1 Full produces a much more cinematic and visually pleasing image, though it suffers from significant anatomical errors like a missing leg. LongCat-Image follows the space prompt but creates a cluttered, incoherent background with nonsensical flying objects and lacks the artistic polish of its competitor. HiDream I1 Full is the winner for its superior composition and professional lighting.
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
HiDream I1 Full
- + Excellent photorealism and skin/fur textures
- + Accurate depiction of the capybara's expression and hands on steering wheel
- + Very clear rendering of the 'TAXI' text on the cap
- − The passenger is holding the phone in a slightly unnatural way with one hand
- − The car interior is a bit cramped for the space between the front and back seat
LongCat-Image
- + Includes an external taxi light for better context
- + Good depiction of the Manhattan street environment
- + Accurate clothing for the capybara including a dress shirt
- − Added an extra person in the back seat not requested in the prompt
- − The capybara's hands look more like claws/talons than standard paws
- − The passenger's hand holding the phone is distorted
Verdict: HiDream I1 Full is the winner because it adhered strictly to the requested character count and provided superior anatomical detail for both the capybara and the human. LongCat-Image included an extra passenger and suffered from significant distortions in the rendering of the 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
HiDream I1 Full
- + Strong composition with a balanced layout
- + Includes a clear gothic title and a well-designed scroll banner
- + Polished and clean illustration style
- − Fails significantly on event details text with gibberish words like 'Yootmber'
- − Missing the 'Invitation' word in the title
- − Does not include the requested thorn border
LongCat-Image
- + Successfully includes the requested thorns and webs border
- + Almost perfect rendering of the date and time
- + Includes the full requested title text
- − Minor spelling error in the location ('Armiees' instead of 'Arches')
- − The thorn border is a bit messy and overlaps the parchment irregularly
- − Central cutout shape feels slightly disconnected from the parchment
Verdict: LongCat-Image is the clear winner because it adheres much more closely to the prompt's specific text and layout requirements, including the date, time, and thorn border. While HiDream I1 Full has a very clean aesthetic, its failure to render the specific event details provided in the prompt makes it unusable 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
HiDream I1 Full
- + Excellent 3D miniature 'cartoon' style with very smooth, soft textures
- + Perfectly captures the requested isometric perspective and diorama base
- + Text is centered and bold as requested
- − Failed to include the small flag icon
- − The texture of the background is slightly mottled rather than a solid color
LongCat-Image
- + Successfully included all elements including the flag icon
- + High-quality PBR material look on the sushi pieces
- + Clean text rendering and solid background
- − The perspective is more of a standard 3/4 view rather than a strict 45-degree isometric top-down view
- − The composition feels less like a 'miniature diorama scene' and more like a simple product shot
Verdict: HiDream I1 Full better captured the artistic style and isometric perspective requested, creating a more convincing miniature diorama scene. However, LongCat-Image followed the prompt instructions more precisely by including the flag icon and delivering a more realistic PBR material finish.
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
HiDream I1 Full
- + Excellent fur texture and soft lighting that matches the wholesome vibe.
- + Provides a lush, dense meadow with high-quality floral details.
- + Accurately represents the golden retriever and fox kit requested.
- − Missed the baby bunny entirely, generating a second kitten instead.
- − Characters are sitting still rather than 'tumbling and chasing' as prompted.
LongCat-Image
- + Successfully captured the 'tumbling/running' motion for the dog and fox.
- + Beautiful god rays and decorative butterflies that enhance the atmosphere.
- + Creatively attempted to include all animals, though with a mutation.
- − Failed to render a distinct bunny, instead merging ears onto a kitten to create a 'cabit' hybrid.
- − The fox's front legs and tail placement are anatomically awkward.
Verdict: Both models failed to correctly render four distinct, separate animal species, with HiDream I1 Full missing the bunny and LongCat-Image creating a bizarre cat-rabbit hybrid. HiDream I1 Full is the likely winner because its image is aesthetically superior and lacks the jarring anatomical mutations found in the LongCat-Image output, despite missing one character.
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
HiDream I1 Full
- + Clean vector emblem style with professional symmetry
- + Accurate rendering of the banner and date text
- + Excellent adherence to the minimalist prompt
- − Completely failed to include the brand name 'Caffè Florian'
- − The steam is rendered as a generic squiggle rather than artistic steam
LongCat-Image
- + Successfully included the brand name 'Caffè Florian'
- + Beautiful vintage texture and hand-drawn engraving style
- + Dynamic use of 'Est. 1720' on a detailed banner
- − Text is repetitive with 'Caffè' appearing twice
- − Slightly more cluttered composition compared to a true minimalist logo
Verdict: HiDream I1 Full produces a very clean, professional vector logo but fails a primary prompt requirement by omitting the brand name entirely. LongCat-Image captures the vintage aesthetic and text requirements much better, providing a cohesive brand identity despite some minor repetition in the lettering.
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
HiDream I1 Full
- + Strong adherence to the requested color palette
- + Excellent text legibility for the main title and sub-labels
- + Clean vector illustration style that feels professional and thematic
- − Confused the steps, repeating descriptive text from the prompt (e.g., 'EARTH V + ICON')
- − Included a shuttle-like craft which is historically inaccurate for Apollo 11
- − Failed to include all 6 requested steps
LongCat-Image
- + Successfully captured the lunar landing stage visually
- + Maintains a consistent graphic style throughout the layout
- + Includes interesting secondary details like flags and crew silhouettes
- − Severe text rendering issues with nonsense words and characters
- − The layout is cluttered and does not follow the requested linear 6-step progression
- − Graphic elements are somewhat messy with inconsistent line weights
Verdict: HiDream I1 Full is the superior choice because it delivers a clean, modern aesthetic with legible text and a professional vector feel that matches the prompt's request for a 'clean, modern infographic.' While LongCat-Image attempted more detail, its severe text distortions and disorganized layout make it unusable as an infographic.
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6B parameter image generation model excelling at rendering multilingual text directly in generated images