AI Pixel Screen Text-to-Image SolutionOn-App AI
### Pain Points Analysis
In pixel screen applications, users want to quickly generate pattern content such as emojis, icons, animals, and plants. However, current cloud-based text-to-image solutions have significant shortcomings:
- High Generation Latency: Cloud-based large models take an average of 8-12 seconds to generate an image, making it difficult to meet real-time interaction scenarios.
- High Cost: Each cloud inference requires payment, and as user usage increases, operational costs rise significantly.
- Network Dependency: Images cannot be generated in weak network or offline scenarios, affecting user experience.
### Solution
On-App AI Pixel Image Generation — Using Tuya's self-developed lightweight image generation model to complete pixel image generation locally on the phone (on-device):
- Completely local inference, no internet connection required
- Second-level generation (1-2 seconds)
- Zero cloud inference cost
- High-quality, controllable pixel-style output
> Open the **Smart Life App** or **Tuya App** (version 7.0.5 and above) and scan the QR code below to preview:
### Technical Advantages
✔ **Efficient Inference**
- Adapted to mainstream iOS/Android devices:
- High-end devices: 0.5s~1.5s
- Mid-range devices: 1.5s~2.0s
- Low-end devices: 2~8s
✔ **Low Cost**
- No cloud inference fees
- Significantly reduces operational costs as user base scales
✔ **More Secure**
- Data is not uploaded to the cloud, processed entirely locally
- Complies with privacy and security requirements
✔ **Model Lightweighting and Dynamization**
- Dynamic model management mechanism with on-demand loading
- Reduces initial installation package size, lowers storage footprint
- Online download, update and deploy models
✔ **Dynamic Dataset Expansion**
- Can quickly generate new labels based on market trends, such as:
- Seasonal themes (Christmas trees, fireworks)
- Pet themes (cats, dogs, parrots)
- Emotions/memes
- IP collaboration images
### Application Scenarios
| Application Scenario | Feature Description |
| ------------ | ------------------------------ |
| Pixel Screen DIY Creation | Users customize label selection to generate pixel patterns |
| Vehicle Screen Content Creation | Generate images and send instantly to pixel screen for display |
| Children's Pixel Creation | Offline generation, no network dependency, safe and reliable |
| Device Screensaver/Watch Face | Quickly generate themed pixel icons |
### Custom Model Application
If you are interested in training a custom model, visit the [On-App AI Custom Model Application Platform](https://developer.tuya.com/model/apply) to submit your request. The platform supports custom datasets, training and deployment to build tailored AI capabilities for your business scenarios.