Seedream4 Models
Seedream v4, a cutting-edge image generation model by ByteDance, redefines creative workflows by combining lightning-fast inference speeds with breathtaking 4K high-definition output. Beyond its raw performance, the model leverages advanced knowledge and reasoning to interpret complex prompts with precision, enabling seamless prompt-based editing and a vast spectrum of versatile artistic styles that make it the ultimate solution for professional design, content creation, and digital marketing.
Explore the Leading Seedream4 Models
Atlas Cloud provides you with the latest industry-leading creative models.
What Makes Seedream4 Models Stand Out
Atlas Cloud provides you with the latest industry-leading creative models.
Image Synthesis
Generates images from text prompts using Seedream v3–v4 models.
Direct Edits
Refines images via the Seedream v4/edit endpoint.
Sequential Edits
Applies step-by-step changes with edit-sequential model.
Sequential Output
Produces multi-step results with sequential generation.
Version Options
Offers v3, v3.1, and v4 variants to suit different needs.
Image Inputs
Edit models can take an existing image as input and refine it with prompts.
Peak speed
Lowest cost
| Modality | Description |
|---|---|
| Seedream v4 API(Text To Image) | The Seedream v4 API enables developers to convert textual descriptions into stunning, high-fidelity visuals. By leveraging advanced diffusion architecture, it generates a single, high-resolution image characterized by intricate detail and artistic precision, ideal for rapid concept art generation and premium digital assets. |
| Seedream v4 Edit API(Image To Image) | This API provides granular control over visual transformation, allowing developers to modify or reimagine existing images through textual guidance. It produces a single, refined output that balances original structural integrity with new creative directions, optimized for professional photo retouching and iterative design workflows. |
| Seedream v4 Sequential API(Text To Image) | The Seedream v4 Sequential API empowers creators to generate a cohesive series of 1 to 14 images from a single prompt or narrative sequence. By ensuring strict stylistic and character continuity across multiple frames, it is the premier solution for rapid storyboarding, character design sheets, and thematic visual collections. |
| Seedream v4 Edit Sequential API(Image To Image) | Designed for advanced iterative workflows, this API processes reference images to generate a sequence of 1 to 14 distinct variations or evolutions. By applying progressive edits and stylistic shifts across the batch, it provides a versatile set of assets optimized for frame-by-frame animation keys and complex visual storytelling. |
New features of Seedream4 Models + Showcase
Combining advanced models with Atlas Cloud's GPU-accelerated platform delivers unmatched speed, scalability, and creative control for image and video generation.
Deep Knowledge and Logical Reasoning using Seedream v4 API
Seedream v4 integrates vast semantic datasets to interpret complex prompts with human-like reasoning and spatial awareness. By understanding intricate cultural nuances and physical laws, the model ensures every generated element is contextually accurate and logically sound. It is the ultimate solution for visual storytelling, historical reconstruction, and conceptually complex creative briefs.
Precision Prompt-based Editing using Seedream v4 API
Seedream v4 enables granular control over image attributes through intuitive text-based commands without compromising original composition. Users can precisely modify textures, lighting, or specific subjects, ensuring pixel-perfect consistency across multiple iterations. It is the ultimate solution for rapid visual prototyping, professional commercial retouching, and dynamic design exploration.
Infinite Artistic Versatility using Seedream v4 API
Seedream v4 offers an expansive library of aesthetic expressions, ranging from hyper-realistic cinematography to avant-garde digital illustrations. Its adaptive architecture captures the soul of any artistic medium, delivering high-fidelity textures and authentic color grading for any vision. It is the ultimate solution for diverse brand campaigns, immersive gaming assets, and high-end cross-platform content production.
What You Can Do with Seedream4 Models
Discover practical use cases and workflows you can build with this model family — from content creation and automation to production-grade applications.
High-End E-commerce Imagery with the Seedream v4 API
Seedream v4 empowers brands to instantly generate high-texture product visuals, meticulously rendering complex materials like brushed metal, grain leather, or dynamic liquid splashes. With native 4K ultra-high-definition output, the model maintains exquisite light-to-shadow transitions and depth-of-field control. It is the ideal solution for luxury marketing and e-commerce detail pages, achieving studio-quality results without physical lighting setups.
Rapid Creative Concepting Using the Seedream v4 API
For fast-paced creative agencies, Seedream v4 leverages industry-leading inference speeds to transform brainstormed ideas into high-fidelity visual drafts in seconds. This accelerated generation significantly shortens the feedback loop from script to concept art, making it perfect for ad pitches, social media trends, and any time-sensitive marketing campaign where turn-around speed is as critical as visual impact.
Ultra-HD Large Format Print Visuals with the Seedream v4 API
Visuals generated by Seedream v4 retain breathtaking pixel clarity even when scaled for outdoor billboards, bus shelters, or physical gallery displays. From intricate typographic elements to sweeping panoramic details, the model ensures every texture stands up to close inspection. This fits any scenario requiring uncompromising resolution for premium offline visual media, large-scale posters, and interior decor.
Model Comparison
See how models from different providers stack up — compare performance, pricing, and unique strengths to make an informed decision.
| Model | Reference Image Limit | Output Num | Resolution | Aspect Ratio |
|---|---|---|---|---|
| Seedream v4 | 10 | 1~14 | 1024P~4K+ | Width[1024, 4096]px; Height[1024, 4096]px |
| Seedream 4.5 | 10 | 1~15 | 1080P~4K+ | Width[1440, 4096]px; Height[1440, 4096]px |
| Seedream 5.0 Lite | 14 | 1~15 | 2K~4K+ | 1:1 3:2 2:3 3:4 4:3 4:5 5:4 9:16 16:9 21:9 |
| Nano Banana 2 | 14 | 1 | 4K, 2K, 1K | 1:1 3:2 2:3 3:4 4:3 4:5 5:4 9:16 16:9 21:9 |
| Qwen-Image | 3 | 1~6 | 512P~2K | Width[512, 2048]px; Height[512, 2048]px |
| Wan 2.6 I2I(Image To Image) | 4 | 1 | 580P~1080P+ | 1:1 3:2 2:3 3:4 4:3 4:5 5:4 9:16 16:9 21:9 9:21 |
How to Use Seedream4 Models on Atlas Cloud
Get started in minutes — follow these simple steps to integrate and deploy models through Atlas Cloud's platform.
Create an Atlas Cloud Account
Sign up at atlascloud.ai and complete verification. New users receive free credits to explore the platform and test models.
Why Use Seedream4 Models on Atlas Cloud
Combining the advanced Seedream4 Models models with Atlas Cloud's GPU-accelerated platform provides unmatched performance, scalability, and developer experience.
Performance & flexibility
Low Latency:
GPU-optimized inference for real-time reasoning.
Unified API:
Run Seedream4 Models, GPT, Gemini, and DeepSeek with one integration.
Transparent Pricing:
Predictable per-token billing with serverless options.
Enterprise & Scale
Developer Experience:
SDKs, analytics, fine-tuning tools, and templates.
Reliability:
99.99% uptime, RBAC, and compliance-ready logging.
Security & Compliance:
SOC 2 Type II, HIPAA alignment, data sovereignty in US.
Frequently Asked Questions about Seedream4 Models
It supports up to 4K ultra-HD(4096*4096) output, ensuring stunning detail for large-format printing and high-precision design tasks.
Seedream v4 offers significantly faster inference speeds and enhanced logical reasoning, allowing for more precise interpretation of spatial relationships in complex prompts.
Yes. Seedream v4 features powerful prompt-based editing, allowing users to adjust textures, lighting, or specific subjects via simple text commands.
Explore More Families
Seedance 2.0 Models
Seedance 2.0（by Bytedance） is a multimodal video generation model that redefines "controllable creation," moving beyond the limitations of text or start/end frames. It supports quad-modal inputs—text, image, video, and audio—and introduces an industry-leading "Universal Reference" system. By precisely replicating the composition, camera movement, and character actions from reference assets, Seedance 2.0 solves critical issues with character consistency and physical coherence, empowering creators to act as true "directors" with deep control over their output.
Grok-Imagine Models
Grok Imagine Image Quality is xAI's latest AI image generation model, delivering studio-grade visuals with up to 2K resolution and razor-sharp detail. It offers best-in-class text rendering across multiple languages, photorealistic outputs with natural lighting, rich textures, and believable physics, plus tighter prompt following and image editing with reference inputs for precise creative control. Ideal for hero images, ad creatives, product renders, and brand-grade visuals.
Gemini Omni
Gemini Omni (by Google DeepMind) is a video generation and editing model launched on May 20, 2026 at Google I/O that redefines the standard for "reasoning-driven creation," built specifically to solve the core challenge of AI video: making output that actually understands what you mean, not just what you type. It fuses Gemini's reasoning engine with generative capability, accepting any mix of images, text, video, and audio to produce consistent, knowledge-grounded output. Unlike models that start from scratch each time, Omni lets you edit through natural conversation — swapping objects, rewriting scenes, shifting styles — while keeping physics, characters, and continuity intact across every turn.
GPT Image 2 Models
GPT Image 2 is a state-of-the-art multimodal foundation model engineered for exceptional text-to-image generation with unprecedented photorealism and creative versatility. Developed by OpenAI as the evolution of the DALL-E lineage, it transforms detailed natural language descriptions into hyper-realistic imagery at up to 4K resolution. With proprietary "Neural Rendering Engine" technology for precise visual control, GPT Image 2 delivers studio-quality results with accurate anatomy, lighting, and composition—making it the premier AI tool for professional creators, enterprises, and developers demanding production-ready visual assets.
Google Models on Atlas Cloud | Gemini, Nano Bananas & Veo
Google's most powerful creative models are all available on Atlas Cloud. Veo 3.1 delivers cinematic video generation, Nano Banana 2 powers high-fidelity image creation, and Gemini brings multimodal intelligence to every workflow. Access the full Google model suite through one API key with Day-0 availability and pay-as-you-go pricing.
ByteDance Models on Atlas Cloud | Seedance & Seedream
From cinematic video generation to high-fidelity image creation, ByteDance's most powerful models are live on Atlas Cloud. Run Seedance and Seedream at scale with the lowest inference pricing and zero infrastructure overhead.
Alibaba Models on Atlas Cloud | Wan & Qwen
Atlas Cloud brings together Alibaba's full model lineup under one API: Qwen for language and image tasks, Wan for video generation up to 1080p. Access every model pay-as-you-go with no subscriptions. The Alibaba API is available via a single base URL using your existing OpenAI-compatible client.
MAI Image 2.5 Models
MAI-Image-2.5 is Microsoft's latest photorealistic image generation and editing model family, built for commercial design, product photography, and brand-ready content creation. Available in standard and Flash variants for both text-to-image and image editing, it delivers best-in-class Arena ELO scores at competitive pricing — starting from $0.03 per image. With precise text rendering, surgical editing capability, and natural portrait generation, MAI-Image-2.5 is designed for teams that need production-quality visuals without post-processing overhead.
Wan2.7 Models
Launching this March, Wan2.7 is the latest powerhouse in the Qwen ecosystem, delivering a massive upgrade in visual fidelity, audio synchronization, and motion consistency over version 2.6. This all-in-one AI video generator supports advanced features like first-and-last frame control, 3x3 grid synthesis, and instruction-based video editing. Outperforming competitors like Jimeng, Wan2.7 offers superior flexibility with support for real-person image inputs, up to five video references, and 1080P high-definition outputs spanning 2 to 15 seconds, making it the premier choice for professional digital storytelling and high-end content marketing.
Nano Banana2 Models
Nano Banana 2 (by Google), is a generative image model that perfectly balances lightning-fast rendering with exceptional visual quality. With an improved price-performance ratio, it achieves breakthrough micro-detail depiction, accurate native text rendering, and complex physical structure reconstruction. It serves as a highly efficient, commercial-grade visual production tool for developers, marketing teams, and content creators.
Doubao Models
Doubao is ByteDance's family of large language models, engineered for production-grade reasoning, coding, and high-volume agentic workloads. Spanning flagship Seed 2.0 Pro, a dedicated Code Preview variant, cost-efficient Lite and Mini tiers, plus the proven Seed 1.8 and Seed 1.6 generations, the lineup gives developers a single, OpenAI-compatible interface to scale from frontier reasoning down to latency-sensitive, high-throughput tasks. Every Doubao model on Atlas Cloud ships with a 256K-token context window, streaming, and drop-in SDK compatibility — so you can match the right model to each job without rewriting your stack.
Hunyuan 3D Generation Models
Hunyuan3D is a state-of-the-art 3D generative foundation model from Tencent that turns text prompts and single images into high-quality, textured 3D meshes. Built on a two-stage pipeline—Hunyuan3D-DiT for shape generation via flow-matching diffusion and Hunyuan3D-Paint for multi-view texture synthesis—it produces clean geometry with full PBR materials ready for game engines, AR/VR, 3D printing, and DCC tools. Available in Pro (up to 1.5M faces, 4K PBR textures) and Rapid (2–3 minute lightweight generation) tiers, with both Text-to-3D and Image-to-3D entry points, Hunyuan3D is the premier AI 3D toolkit for game developers, e-commerce teams, and 3D content studios. Generations start at $0.02 each.
