AI creative designAI image generation
Stable Diffusion
Activating humanity's potential through generative AI. Open models in every modality, for everyone, everywhere.
Tags:AI image generationImage Generation Wensheng diagramStable Diffusion 3: The Next-Gen Open & Safe Generative AI Engine 🚀
Core Innovations
🔧 Architecture
- **Diffusion Transformer (DiT)** 🌐
- Replaces traditional U-Net with Transformer’s global attention, enabling complex scenes with 5+ objects (e.g., “castle + outer space + lightspeed”).
- Flow Matching Technology 🌊
- Reduces noise by 40%, output resolution up to 4096×4096 (cinematic standard).
Use Cases
| Target Users | Scenarios | Examples |
|---|---|---|
| Game/Film Production 🎮 | Concept art generation, storyboarding | Rapid scene building for Star Wars spin-offs |
| Digital Art 🎨 | Style fusion (e.g., cyberpunk × ink wash) | Generate gallery-quality NFT artworks |
| Image Editing ✏️ | Text-based local edits (e.g., “change sky color”) | Rapid ad material iteration |
User Benefits
✅ Accessibility
- Offers free community edition (800M params) & enterprise API (8B params).
✅ Safety - Built-in content filter blocks violent/copyrighted content (99.3% compliance).
✅ Openness - Fully open-source, allowing custom training (e.g., niche art styles).
Technical Specs
| Metric | SD3 Base | SD3 Enterprise |
|---|---|---|
| Parameters | 800M | 8B |
| Minimum VRAM Required | 8GB | 24GB |
| **Speed (512×512)** | 1.2 sec/image | 0.8 sec/image |
data statistics
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