Feasibility of Dose Reduction in the Context of Preoperative Diagnostics in Cochlear Implant Surgery With a Photon-Counting Detector CT and Deep Learning-Supported Denoising

PCD-CT enables significant dose reduction for CI planning, with reliable CDL accuracy down to 50%. Deep learning denoising enhances image quality but is less effective below 50%, necessitating manual segmentation. These findings align with ALARA principles and suggest further refinement of AI algorithms for lower-dose applicability in CI diagnostics.

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Publication Details

Journal
Otology & Neurotology
Published
2025-10-24
DOI
https://doi.org/10.1097/mao.0000000000004647
Primary Topic
Radiation Dose and Imaging
Type
article
Field-Weighted Citation Impact
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article

Feasibility of Dose Reduction in the Context of Preoperative Diagnostics in Cochlear Implant Surgery With a Photon-Counting Detector CT and Deep Learning-Supported Denoising

Thore Schade‐Mann, Bernhard Hirt, Andreas Brendlin, Anke Tropitzsch et al.
Otology & Neurotology
Radiation Dose and Imaging
article

Feasibility of Dose Reduction in the Context of Preoperative Diagnostics in Cochlear Implant Surgery With a Photon-Counting Detector CT and Deep Learning-Supported Denoising

Thore Schade‐Mann, Bernhard Hirt, Andreas Brendlin, Anke Tropitzsch, Sven Becker, Judith Herrmann, Peter Martus, Friederike Bärhold, Tobias Albrecht, Hubert Löwenheim, Agnes Mühle, Saif Afat
article en

Abstract

PCD-CT enables significant dose reduction for CI planning, with reliable CDL accuracy down to 50%. Deep learning denoising enhances image quality but is less effective below 50%, necessitating manual segmentation. These findings align with ALARA principles and suggest further refinement of AI algorithms for lower-dose applicability in CI diagnostics.

Otology & NeurotologyVol. 47(1)
Boston Children's Hospital (US), Harvard University (US), Zimmer Biomet (Netherlands) (NL), University of Tübingen (DE)
Openalex Percentile: Top 54%
Radiation Dose and Imaging
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Feasibility of Dose Reduction in the Context of Preoperative Diagnostics in Cochlear Implant Surgery With a Photon-Counting Detector CT and Deep Learning-Supported Denoising — Thore Schade‐Mann, Bernhard Hirt, et al. · Otology & Neurotology (2025) | TGRS Research Map | TGRS