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Diffportrait360

Official repository for generating 360-degree human head views from single portrait images using diffusion techniques.

Introduction

Diffportrait360

Diffportrait360 is the official PyTorch implementation of the CVPR'25 paper titled "Consistent Portrait Diffusion for 360 View Synthesis". This tool enables the generation of high-quality, fully consistent 360-degree views of human heads from single-view images, essential for immersive telepresence and personalized content creation.

Key Features:
  • High-quality 360-degree View Generation: Create realistic 360-degree head models from single images.
  • Dual Appearance Module: Ensures global front-back consistency for generated heads.
  • Custom ControlNet: Enhances back-of-head detail generation.
  • Compatibility with Accessories: Accommodates various forms including human and stylized portraits, with accessories like glasses and hats.
Benefits:
  • Enables more immersive augmented reality and virtual experiences.
  • Facilitates real-time rendering through the generation of NeRFs (Neural Radiance Fields).
  • Outperforms existing methods in terms of view consistency and quality.
Highlights:
  • Built on the established framework of DiffPortrait3D.
  • Adaptable to various styles and presentation forms.
  • Supported by community contributions and extensive research acknowledgments.

Information

  • Publisher
    AISecKit
  • Websitegithub.com
  • Published date2025/04/28

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