Image-Edit-Diff

Each notebook contains image editing methods using diffusion models.

notebook and method:

• 00-img.ipynb: Preprocess images to get 512x512 images.
• 01-ptp.ipynb: (2023 ICLR) Prompt-to-Prompt Image Editing with Cross-Attention Control
• 02-nti.ipynb: (2023 CVPR) Null-text Inversion for Editing Real Images using Guided Diffusion Models
• 03-dds.ipynb: (2023 ICCV) Delta Denoising Score
• 04-fpe.ipynb: (2024 CVPR) Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing

Reference Project

1. Prompt-to-Prompt Image Editing with Cross-Attention Control
2. Null-text Inversion for Editing Real Images using Guided Diffusion Models
3. Delta Denoising Score
4. Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing

Plan to add more methods

1. Paint by Example: Exemplar-based Image Editing with Diffusion Models
2. Imagic: Text-Based Real Image Editing with Diffusion Models