Inverse transport with isotropic time-harmonic sources
Guillaume Bal, Francois Monard

TL;DR
This paper investigates how increasing the modulation frequency of isotropic, time-harmonic sources improves the stability and accuracy of reconstructing the scattering coefficient in a 2D transport equation, relevant to Optical Tomography.
Contribution
It demonstrates that higher modulation frequencies lead to more accurate and stable reconstructions of the scattering coefficient in a practical medical imaging setting.
Findings
Reconstruction accuracy improves with increasing frequency
Stable reconstruction of low-frequency components of the scattering coefficient
Analysis based on single scattering singularities and stationary phase methods
Abstract
This paper concerns the reconstruction of the scattering coefficient in a two-dimensional transport equation from angularly averaged measurements when the probing source is isotropic and time-harmonic. This is a practical setting in the medical imaging modality called Optical Tomography. As the modulation frequency of the source increases, we show that the reconstruction of the scattering coefficient improves. More precisely, as the frequency increases, we show that all frequencies of the scattering coefficient lower than are reconstructed stably with an accuracy that improves as increases and decreases. The proofs are based on an analysis of the single scattering singularities of the transport equation and on careful analyses of oscillatory integrals by stationary phase arguments.
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 · Numerical methods in inverse problems · Radiation Dose and Imaging
