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Diffportrait360

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

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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.
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Information

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

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