“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.”
ByteDance's image generation model with integrated text-to-image and image editing capabilities in a unified architecture, supporting up to 4K resolution
Details
seedream-4
Providers & Pricing (2)
Seedream 4.0 is available from 2 providers, with per-image pricing starting at $0.03 through fal.ai.
fal/seedream-4
replicate/seedream-4
Seedream 4.0 API OpenAI-compatible
Access Seedream 4.0 via Lumenfall’s OpenAI-compatible API to generate 4K images and perform complex image edits through a single, unified endpoint. Developers can integrate ByteDance's text-to-image and editing architecture into any application using standard API protocols.
https://api.lumenfall.ai/openai/v1
seedream-4
Text to Image Generate
Create images from text descriptions
curl -X POST \
https://api.lumenfall.ai/openai/v1/images/generations \
-H "Authorization: Bearer $LUMENFALL_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "seedream-4",
"prompt": "A serene mountain landscape at sunset",
"size": "1024x1024"
}'
# Response:
# { "created": 1234567890, "data": [{ "url": "https://...", "revised_prompt": "..." }] }
import OpenAI from 'openai';
const client = new OpenAI({
apiKey: 'YOUR_API_KEY',
baseURL: 'https://api.lumenfall.ai/openai/v1'
});
const response = await client.images.generate({
model: 'seedream-4',
prompt: 'A serene mountain landscape at sunset',
size: '1024x1024'
});
// { created: 1234567890, data: [{ url: "https://...", revised_prompt: "..." }] }
console.log(response.data[0].url);
from openai import OpenAI
client = OpenAI(
api_key="YOUR_API_KEY",
base_url="https://api.lumenfall.ai/openai/v1"
)
response = client.images.generate(
model="seedream-4",
prompt="A serene mountain landscape at sunset",
size="1024x1024"
)
# { created: 1234567890, data: [{ url: "https://...", revised_prompt: "..." }] }
print(response.data[0].url)
Image Editing Edit
Transform existing images with text instructions
curl -X POST \
https://api.lumenfall.ai/openai/v1/images/edits \
-H "Authorization: Bearer $LUMENFALL_API_KEY" \
-F "model=seedream-4" \
-F "[email protected]" \
-F "prompt=Add a starry night sky to this image" \
-F "size=1024x1024"
# Response:
# { "created": 1234567890, "data": [{ "url": "https://...", "revised_prompt": "..." }] }
import OpenAI from 'openai';
import fs from 'fs';
const client = new OpenAI({
apiKey: 'YOUR_API_KEY',
baseURL: 'https://api.lumenfall.ai/openai/v1'
});
const response = await client.images.edit({
model: 'seedream-4',
image: fs.createReadStream('source.png'),
prompt: 'Add a starry night sky to this image',
size: '1024x1024'
});
// { created: 1234567890, data: [{ url: "https://...", revised_prompt: "..." }] }
console.log(response.data[0].url);
from openai import OpenAI
client = OpenAI(
api_key="YOUR_API_KEY",
base_url="https://api.lumenfall.ai/openai/v1"
)
response = client.images.edit(
model="seedream-4",
image=open("source.png", "rb"),
prompt="Add a starry night sky to this image",
size="1024x1024"
)
# { created: 1234567890, data: [{ url: "https://...", revised_prompt: "..." }] }
print(response.data[0].url)
Seedream 4.0 Benchmarks
Seedream 4.0 currently holds the #17 position for text-to-image generation with a 1237 Elo rating and ranks #14 for image editing with an Elo of 1174. This unified architecture from ByteDance maintains competitive performance across both creative generation and precise image manipulation tasks.
Text-to-Image Landscape
Elo vs Cost
Elo vs Speed
12 without speed data omitted.
Image Editing Landscape
Elo vs Cost
Elo vs Speed
2 without speed data omitted.
Competition Results
“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.”
“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.”
“Transform this photo into a Studio Ghibli–inspired illustration. Use soft pastel colors, hand-painted textures, gentle lighting, dreamy backgrounds, and a warm, nostalgic mood”
“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.”
“Change the scene to night: a deep, dark sky with subtle, glistening stars visible behind the mountain.”
“Make a photo of the man driving the car down the California coastline”
“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
{
"action": "image_edit",
"reference": "uploaded neutral portrait",
"change": "Warm genuine Duchenne smile: lips curved up, slight natural teeth, soft eye crinkles, subtle cheek raise",
"details": "Realistic smiling skin (dimples if present, soft cheek shadows), slightly brighter eyes; keep exact eye shape/color/iris",
"preserve_exact": "Face identity/structure, eyes/nose/lips/eyebrows, hair, skin texture/pores/freckles, makeup, clothing, head pose, background, lighting, shadows, framing",
"no_changes": "No face shape change, no new features, no gaze shift, no hair/clothing/lighting/background edits",
"style": "Ultra-photorealistic 8K portrait, sharp face focus, natural soft lighting, realistic skin glow"
}
“Add dynamic motion to this photo: make hair blow in the wind, add leaves flying, energetic and lively feel.”
“Give the person a full, thick head of natural hair with realistic texture, density, and a natural hairline. Preserve facial features and lighting.”
{
"action": "image_edit",
"reference": "uploaded neutral portrait",
"change": "Warm genuine Duchenne smile: lips curved up, slight natural teeth, soft eye crinkles, subtle cheek raise",
"details": "Realistic smiling skin (dimples if present, soft cheek shadows), slightly brighter eyes; keep exact eye shape/color/iris",
"preserve_exact": "Face identity/structure, eyes/nose/lips/eyebrows, hair, skin texture/pores/freckles, makeup, clothing, head pose, background, lighting, shadows, framing",
"no_changes": "No face shape change, no new features, no gaze shift, no hair/clothing/lighting/background edits",
"style": "Ultra-photorealistic 8K portrait, sharp face focus, natural soft lighting, realistic skin glow"
}
“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.”
Uncategorized
“Hyper-photorealistic interior of a lush Victorian glass greenhouse filled with exotic tropical plants, vibrant blooming orchids, tall ferns, colorful butterflies in flight, sunlight filtering through ornate glass roof creating realistic caustics and dew on leaves, intricate iron framework visible, misty atmosphere, 8K masterpiece.”
“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.”
“Perfectly symmetrical mandala made entirely of real flowers, petals, leaves, fruits, and seeds in vibrant natural colors, intricate layered patterns with radial symmetry, top-down view on a soft neutral background, hyper-detailed organic textures and subtle shadows, photorealistic, 8K masterpiece.”
“Create a caricature of me and my job. Make it exaggerated and humorous, incorporating my profession as a tv show anchor and my love for dogs and hockey.”
“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.”
“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.”
“Hyper-photorealistic full-body portrait of a female superhero standing triumphantly on a New York skyscraper rooftop at golden sunset, wearing a classic modest superhero costume with flowing cape, chest emblem, gloves, and boots in red and blue colors, practical design, short hair, strong determined heroic expression looking into the distance, powerful confident stance with hands on hips and cape billowing dramatically in the wind, detailed urban cityscape background, warm natural sunlight with sharp shadows and fabric highlights, ultra-sharp textures on suit, hair, and concrete, 8K masterpiece, empowering family-friendly style.”
“Swap the positions of the blue and yellow blocks”
Top Matchups
See how Seedream 4.0 performs head-to-head against other AI models, ranked by community votes in blind comparisons.
vs Nano Banana
Challenge: Heroic Super Hero Portrait
33% W · 67% L
vs Stable Diffusion 3.5 Large
Challenge: Apollo 11: Journey to Tranquility
33% W · 67% L
vs Grok Imagine Image
Challenge: Modern Clean Menu
0% W · 100% L
vs Nano Banana
Challenge: Neutral Expression to Genuine Smile
0% W · 50% L · 50% T
vs GPT Image 1.5
Challenge: Vintage Cafe Logo
50% W · 50% L
Seedream 4.0 is best for
See all Use CasesByteDance's model excels in anime generation with a 71.4% win rate and ranks #6 for photorealism, though it shows relative weakness in portraiture and text rendering. It is a top-tier choice for commercial branding and photorealistic outputs where it maintains a 60% win rate against competing vision models.
Gallery
View all 22 imagesSeedream 4.0 FAQ
How much does Seedream 4.0 cost?
Seedream 4.0 starts at $0.03 per image through Lumenfall. Pricing varies by provider. Lumenfall does not add any markup to provider pricing.
How do I use Seedream 4.0 via API?
You can use Seedream 4.0 through Lumenfall's OpenAI-compatible API. Send requests to the unified endpoint with model ID "seedream-4". Code examples are available in Python, JavaScript, and cURL.
Which providers offer Seedream 4.0?
Seedream 4.0 is available through fal.ai and Replicate on Lumenfall. Lumenfall automatically routes requests to the best available provider.
What is the maximum resolution for Seedream 4.0?
Seedream 4.0 supports images up to 4096x4096 resolution.
Overview
Seedream 4.0 is a high-resolution image generation and editing model developed by ByteDance. It utilizes a unified architecture that handles both text-to-image synthesis and sophisticated image manipulation within the same framework. This version is specifically designed for high-fidelity outputs, supporting image generation at resolutions up to 4K.
Strengths
- High-Resolution Output: Demonstrates superior performance in generating 4K imagery, maintaining sharpness and fine textures that often degrade in standard 1024px models.
- Unified Task Processing: Unlike models that require separate adapters (like ControlNet) for editing, Seedream 4.0 integrates generation and editing capabilities into a single pipeline, improving consistency between original and edited pixels.
- Multi-Modal Conditioning: Processes both text prompts and image inputs simultaneously, allowing for precise instruction-following when modifying existing compositions or styles.
- Instruction Adherence: Shows high accuracy in translating complex descriptive prompts into visual elements, particularly in maintaining spatial relationships between objects.
Limitations
- Inference Latency: Generating at 4K resolution requires significant computational resources, leading to slower generation times compared to lower-resolution models like SDXL or Flux Schnell.
- Operational Cost: At a starting price of $0.03 per generation, it carries a higher cost-per-image than many base latent diffusion models, making it less ideal for high-volume batch processing of simple assets.
- Prompt Sensitivity: While capable of high fidelity, the model’s unified architecture may occasionally require more specific prompting to distinguish between “generate new content” and “preserve existing content” during editing tasks.
Technical Background
Seedream 4.0 is built on an evolution of ByteDance’s diffusion research, moving away from fragmented architectures toward a unified sequence-to-sequence approach for visual tasks. It treats image editing and generation as a singular objective, which likely involves a high-capacity transformer-based backbone optimized for large-scale spatial parameters. The training regimen emphasizes high-resolution data scaling to ensure the model maintains coherence at 4K dimensions.
Best For
Seedream 4.0 is ideal for professional design workflows where high-print quality or large-format digital assets are required. It excels in scenarios involving “inpainting” and complex image-to-image transformations where the user needs to maintain the integrity of a base image while adding specific details.
Seedream 4.0 is available through Lumenfall’s unified API and playground, allowing developers to integrate its 4K generation and editing capabilities without managing complex infrastructure.
Try Seedream 4.0 in Playground
Generate images with custom prompts — no API key needed.