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Pain Points AnalysisSolutionTechnical AdvantagesApplication ScenariosCustom Model Application

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 ScenarioFeature Description
Pixel Screen DIY CreationUsers customize label selection to generate pixel patterns
Vehicle Screen Content CreationGenerate images and send instantly to pixel screen for display
Children's Pixel CreationOffline generation, no network dependency, safe and reliable
Device Screensaver/Watch FaceQuickly 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 to submit your request. The platform supports custom datasets, training and deployment to build tailored AI capabilities for your business scenarios.