An analysis of representation similarities in latent diffusion models and implications for representation extraction

Master Thesis by Jonas Loos, written at TU Berlin in 2024.

The thesis is available in a web version and PDF.

Relevant links

Multiple projects, datasets, and libraries were developed in the course of this thesis:

• Thesis Web
• Thesis PDF
• Representation Similarity Explorer and GitHub Repo
• sdhelper library
• SPair-71k dataset on Hugging Face
• NYUv2 dataset on Hugging Face
• h-space similarity explorer (old version of the Repr. Sim. Explorer)
• SDXL-Turbo H-Space Modification Webapp
• Paper implementation: Discovering Interpretable Directions ...