Kimia Afshari

ML Engineer

Software Engineer

Visual Perception

Few-Shot Personalized Image Editing with Diffusion Models

  • Role: AI Engineer
  • Organization: Personal Project
  • Date: 2023-2024
  • Focus: Diffusion Models, Image Editing, Few-Shot Learning

Developed a personalized image editing system based on diffusion models that enables targeted edits using textual instructions and reference images.

The model learns the identity of a subject from only a few examples. A custom dataset of image-instruction pairs was created for training. This approach allows high-fidelity image modifications while preserving subject identity.