Stability estimate for the broken non-abelian X-ray transform in Minkowski space
Simon St-Amant

TL;DR
This paper establishes a stability estimate for the broken non-abelian X-ray transform in Minkowski space, providing a new proof of injectivity and demonstrating the recovery of certain connections from noisy data via Bayesian inversion.
Contribution
It introduces a stability estimate accounting for gauge invariance and develops a method to recover light-sink connections from noisy measurements.
Findings
Proves a stability estimate for the non-abelian X-ray transform.
Provides a new proof of the transform's injectivity.
Demonstrates Bayesian inversion for recovering light-sink connections.
Abstract
We study the broken non-abelian X-ray transform in Minkowski space. This transform acts on the space of Hermitian connections on a causal diamond and is known to be injective up to an infinite-dimensional gauge. We show a stability estimate that takes into account the gauge, leading to a new proof of the transform's injectivity. Our proof leads us to consider a special type of connections that we call light-sink connections. We then show that we can consistently recover a light-sink connection from noisy measurement of its X-ray transform data through Bayesian inversion.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMedical Imaging Techniques and Applications · Seismic Imaging and Inversion Techniques · Radiation Dose and Imaging
