ToyStoryWhitepaper
  • 🧸 ToyAI β€” Stylized Character Generation via SDXL Fine-Tuning
Powered by GitBook
On this page
  • Overview
  • ✨ Core Features
  • πŸ”¬ Technical Architecture
  • 🎨 Example Use Cases
  • 🧱 Roadmap
  • 🀝 Contributing

🧸 ToyAI β€” Stylized Character Generation via SDXL Fine-Tuning

Overview

ToyAI is a generative AI system that transforms user-provided images into stylized, animated toy-like characters inspired by 3D animated films. Built on top ofsdxl, we fine-tune SDXL models to produce unique, high-quality renderings of human faces, pets, and objects in a playful, character-driven style.

The goal is to create a fast, scalable way for anyone to generate digital toy versions of themselves and othersβ€”with applications across avatars, memes, NFTs, merch, and more.


✨ Core Features

  • Custom-trained SDXL models on stylized "toy world" aesthetics

  • Fast transformation: Upload a photo, receive a character render within seconds

  • Style modules: Different animation-inspired looks (e.g., Pixar-like, claymation, low-poly, etc.)

  • Fine-tuned from just a few reference images (LoRA-style training)

  • Run on high-performance GPUs (NVIDIA L40S) for fast, high-res output


πŸ”¬ Technical Architecture

Base Technology

  • Model:sdxl

  • Platform: Replicate for training and deployment

  • Training Hardware: NVIDIA L40S GPU +

  • GPU Cost: $0.000975 per second

Training Process

  • We train SDXL on a particular object or visual style using as few as 5–10 images.

  • Training takes ~10–15 minutes per style variant.

  • Each training run produces a new, style-locked model tailored to a specific aesthetic.

Model Deployment

  • Exposed via API

  • Web UI for users (in development)


🎨 Example Use Cases

  • Social media avatars

  • Personalized NFT characters

  • Animated profile pictures and memes

  • Merchandise-ready toy designs

  • AR filters / VTuber puppets

  • In-game stylized NPC generation


🧱 Roadmap

Milestone
Description
Status

SDXL Style Training

Base character transformation model training

βœ… Completed

Style Variants

Additional visual themes (blocky, plastic, anime)

🟑 In Progress

Web UI

Drag-and-drop uploader with real-time render

🟑 In Development

Minting Integration

Token-gated download or NFT minting

⬜ Planned

Motion Support

Animate stylized avatars with expression presets

⬜ Planned



🀝 Contributing

Interested in contributing to model training, UI, or UX? Open a PR, start an issue, or contact the core team.


Last updated 1 month ago

Page cover image