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GAN
Deepfake Detection
Image Editing
GAN Inversion and Image Editing

Gradual Residuals Alignment: A Dual-Stream Framework for GAN Inversion and Image Attribute Editing explores a novel methodology for GAN inversion and image editing , emphasizing the importance of preserving details and improving editability. The proposed dual-stream framework aligns details gradually during image reconstruction and editing.

  • Innovates in GAN-based image attribute editing.
  • Introduces dual-stream process for detail preservation.
  • Highlights the gradual injection of details for consistency.
  • Extensive experiments validate the framework’s effectiveness.

Such advancements in GAN technology promise more refined capabilities in digital image handling and pave the way for high-fidelity visual representations in various applications, including virtual reality and graphic design.

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