Key Features

Unified framework for image customization
Supports various inputs, including characters, objects, and animals
VAE-based feature encoding architecture
Feature routing constraint for mitigating conflicts and entanglement
Supports various tasks, including IP, ID, Try-On, and Style
Simple and intuitive API
Supports various hardware platforms, including consumer-grade GPUs
Pre-trained models and tools for fine-tuning and evaluating models

DreamO is built on top of a VAE-based feature encoding architecture that enables it to achieve higher fidelity than previous adapter methods. It also introduces a feature routing constraint that effectively mitigates conflicts and entanglement among multiple entities. This allows DreamO to generate high-quality images with multiple conditions, such as facial identity, clothing, and accessories. Additionally, DreamO supports various tasks, including IP, ID, Try-On, and Style, making it a versatile framework for image customization.


DreamO is designed to be a user-friendly framework that can be easily integrated into various applications. It provides a simple and intuitive API that allows users to generate images with various conditions. Additionally, DreamO supports various hardware platforms, including consumer-grade GPUs, making it accessible to a wide range of users. The framework also provides a set of pre-trained models and a set of tools for fine-tuning and evaluating the models, making it easy to use and customize.

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