← Search

Sarah Cechnicka

2 accepted papers

2025

Image Generation Diversity Issues and How to Tame Them

CVPR 2025poster

Generative methods have reached a level of quality that is almost indistinguishable from real data. However, while individual samples may appear unique, generative models often exhibit limitations in covering the full data distribution. Unlike quality issues, diversity problems within generative mod…

2024

Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics

NeurIPS 2024poster

Inverse problems describe the process of estimating the causal factors from a set of measurements or data. Mapping of often incomplete or degraded data to parameters is ill-posed, thus data-driven iterative solutions are required, for example when reconstructing clean images from poor signals. Dif…

Cited by 1SourcePDFScholar