Spaceflux Labs: Developing deep probabilistic models for optical space situational awareness

Spaceflux is a UK-based company focused on advancing Space Situational Awareness (SSA).They have recently launched Spaceflux Labs as a dedicated innovation hub within the company. This GNOSIS Connect will present: their work on Denoising Diffusion Neural Networks (DDNNs), designed to optimally reduce noise in SSA imagery by learning the unique characteristics of each sensor; application of simulation-based inference (SBI) techniques for tracking objects in low signal-to-noise environments; and future plans for developing other AI-driven solutions.