Non-unique water and contrast agent solutions in dual-energy CT
JP Phillips, Emil Y. Sidky, Fatma Terzioglu, Ingrid S. Reiser,, Guillaume Bal, Xiaochuan Pan

TL;DR
This study investigates the occurrence of non-unique solutions in dual-energy CT when imaging objects with water and contrast agents, revealing conditions that lead to multiple solutions and potential inaccuracies in material mapping.
Contribution
The paper identifies conditions under which dual-energy CT solutions become non-unique, using Jacobian analysis and simulations for practical contrast agent and water thickness ranges.
Findings
Non-unique solutions occur with iodine and gadolinium contrast agents.
Vanishing Jacobian determinants indicate potential multiple solutions.
Significant discrepancies can arise between true and recovered material maps.
Abstract
The goal of this work is to study occurrences of non-unique solutions in dual-energy CT (DECT) for objects containing water and a contrast agent. Previous studies of the Jacobian of nonlinear systems identified that a vanishing Jacobian determinant indicates the existence of multiple solutions to the system. Vanishing Jacobian determinants are identified for DECT setups by simulating intensity data for practical thickness ranges of water and contrast agent. Once existence is identified, non-unique solutions are found by simulating scan data and finding intensity contours with that intersect multiple times. With this process non-unique solutions are found for DECT setups scanning iodine and gadolinium, including setups using tube potentials in practical ranges. Non-unique solutions demonstrate a large range of differences and can result in significant discrepancies between recovered and…
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.
