ByteDance Seed

ByteDance Seed

ByteDance
Stable Diffusion

Stable Diffusion

Stability AI
+
+

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About

Seed Diffusion Preview is a large-scale, code-focused language model that uses discrete-state diffusion to generate code non-sequentially, achieving dramatically faster inference without sacrificing quality by decoupling generation from the token-by-token bottleneck of autoregressive models. It combines a two-stage curriculum, mask-based corruption followed by edit-based augmentation, to robustly train a standard dense Transformer, striking a balance between speed and accuracy and avoiding shortcuts like carry-over unmasking to preserve principled density estimation. The model delivers an inference speed of 2,146 tokens/sec on H20 GPUs, outperforming contemporary diffusion baselines while matching or exceeding their accuracy on standard code benchmarks, including editing tasks, thereby establishing a new speed-quality Pareto frontier and demonstrating discrete diffusion’s practical viability for real-world code generation.

About

Stable Diffusion is Stability AI’s professional image generation model family built for creating high-quality visuals from text prompts. The models support a wide range of styles, including photography, 3D, painting, illustration, line art, and other creative formats. Stable Diffusion is designed for strong prompt adherence, diverse visual outputs, and flexible use across professional, creative, and technical workflows. Users can deploy the models through self-hosted licensing, the Stability AI API, cloud partner ecosystems, or web-based creative applications. Stability AI also provides image editing tools for inpainting, outpainting, object removal, upscaling, sketch control, structure control, and style transformation. Built for creators, developers, brands, and enterprises, Stable Diffusion helps teams generate, edit, customize, and scale visual content production.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers and research teams needing a code generation model tool that reduces latency compared to traditional autoregressive systems while maintaining competitive benchmark performance

Audience

Stable Diffusion is best suited for creators, designers, developers, marketers, brands, agencies, product teams, AI application builders, and enterprises that need flexible image generation, image editing, API access, self-hosted deployment, upscaling, style control, and scalable visual content creation

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

$0.2 per image
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

ByteDance
Founded: 2012
China
seed.bytedance.com/en/seed_diffusion

Company Information

Stability AI
Founded: 2019
United Kingdom
stability.ai/stable-image

Alternatives

Seed2.0 Pro

Seed2.0 Pro

ByteDance

Alternatives

Gemini Diffusion

Gemini Diffusion

Google DeepMind
Mercury Coder

Mercury Coder

Inception Labs
Stable Diffusion 3.5

Stable Diffusion 3.5

Stability AI
Mercury 2

Mercury 2

Inception

Categories

Categories

Integrations

Fuser
Magica
Airt
Amaro
Citlyze
Hunch
ImageGPT.io
Java
Mobile Diffusion
Promptus
Python
Questflow
RenderFlow AI
Rubbrband
Stability AI
VESSL AI
VisionFX
WaveSpeedAI
fal
promptoMANIA

Integrations

Fuser
Magica
Airt
Amaro
Citlyze
Hunch
ImageGPT.io
Java
Mobile Diffusion
Promptus
Python
Questflow
RenderFlow AI
Rubbrband
Stability AI
VESSL AI
VisionFX
WaveSpeedAI
fal
promptoMANIA
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