On oblique random forests
In his original paper on random forests, Breiman proposed two different decision tree ensembles:
one generated from “orthogonal” trees with thresholds on individual features in every …
one generated from “orthogonal” trees with thresholds on individual features in every …
Network accelerated motion estimation and reduction (NAMER): convolutional neural network guided retrospective motion correction using a separable motion model
…, B Bilgic, J Hossbach, DN Splitthoff… - Magnetic resonance …, 2019 - Wiley Online Library
Purpose We introduce and validate a scalable retrospective motion correction technique for
brain imaging that incorporates a machine learning component into a model‐based motion …
brain imaging that incorporates a machine learning component into a model‐based motion …
Deep learning‐based motion quantification from k‐space for fast model‐based magnetic resonance imaging motion correction
Background Intra‐scan rigid‐body motion is a costly and ubiquitous problem in clinical
magnetic resonance imaging (MRI) of the head. Purpose State‐of‐the‐art methods for …
magnetic resonance imaging (MRI) of the head. Purpose State‐of‐the‐art methods for …
Scout accelerated motion estimation and reduction (SAMER)
Purpose To demonstrate a navigator/tracking‐free retrospective motion estimation technique
that facilitates clinically acceptable reconstruction time. Methods Scout accelerated motion …
that facilitates clinically acceptable reconstruction time. Methods Scout accelerated motion …
[HTML][HTML] Accelerated post-contrast wave-CAIPI T1 SPACE achieves equivalent diagnostic performance compared with standard T1 SPACE for the detection of brain …
Background and Purpose: Brain magnetic resonance imaging (MRI) examinations using
high-resolution 3D post-contrast sequences offer increased sensitivity for the detection of …
high-resolution 3D post-contrast sequences offer increased sensitivity for the detection of …
Motion guidance lines for robust data consistency–based retrospective motion correction in 2D and 3D MRI
D Polak, J Hossbach, DN Splitthoff… - Magnetic …, 2023 - Wiley Online Library
Purpose To develop a robust retrospective motion‐correction technique based on repeating
k‐space guidance lines for improving motion correction in Cartesian 2D and 3D brain MRI. …
k‐space guidance lines for improving motion correction in Cartesian 2D and 3D brain MRI. …
[HTML][HTML] Validation of a highly accelerated post-contrast wave-controlled aliasing in parallel imaging (CAIPI) 3D-T1 MPRAGE compared to standard 3D-T1 MPRAGE …
…, SF Cauley, K Setsompop, W Liu, DN Splitthoff… - European …, 2023 - Springer
Objectives High-resolution post-contrast T1-weighted imaging is a workhorse sequence in
the evaluation of neurological disorders. The T1-MPRAGE sequence has been widely …
the evaluation of neurological disorders. The T1-MPRAGE sequence has been widely …
Time‐efficient, high‐resolution 3T whole‐brain relaxometry using 3D‐QALAS with wave‐CAIPI readouts
…, A Caprihan, WC Lo, DN Splitthoff… - Magnetic …, 2024 - Wiley Online Library
Purpose Volumetric, high‐resolution, quantitative mapping of brain‐tissue relaxation properties
is hindered by long acquisition times and SNR challenges. This study combines time‐…
is hindered by long acquisition times and SNR challenges. This study combines time‐…
SENSE shimming (SSH): A fast approach for determining B0 field inhomogeneities using sensitivity coding
DN Splitthoff, M Zaitsev - … in Medicine: An Official Journal of the …, 2009 - Wiley Online Library
The pursuit of ever higher field strengths and faster data acquisitions has led to the
construction of coil arrays with high numbers of elements. With the sensitivity encoding (SENSE) …
construction of coil arrays with high numbers of elements. With the sensitivity encoding (SENSE) …
MRI highly accelerated Wave‐CAIPI T1‐SPACE versus standard T1‐SPACE to detect brain gadolinium‐enhancing lesions at 3T
Background and Purpose High‐resolution three‐dimensional (3D) post‐contrast imaging of
the brain is essential for comprehensive evaluation of inflammatory, neoplastic, and …
the brain is essential for comprehensive evaluation of inflammatory, neoplastic, and …