Automatic modic changes classification in spinal MRI

Automatic modic changes classification in spinal MRI

This paper describes a novel automatic system for Modic changes classification of vertebral endplates. Modic changes are classes of vertebral degenerations visible as intensity variations in magnetic resonance images (MRI). The system operates on T1 and T2 MRI. We introduce three main novelties: 1....

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Jamaludin, A, Kadir, T, Zisserman, A
Fformat:	Conference item
Cyhoeddwyd:	Springer 2016

Eitemau Tebyg

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gan: Jamaludin, A, et al.
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gan: Gang Liu, et al.
Cyhoeddwyd: (2024-01-01)

SpineNet: Automated classification and evidence visualization in spinal MRIs
gan: Jamaludin, A, et al.
Cyhoeddwyd: (2017)

Radiological Grading of Spinal MRI
gan: Lootus, M, et al.
Cyhoeddwyd: (2015)

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gan: Andrea Cina, et al.
Cyhoeddwyd: (2024-01-01)

The Relation Among Neck Pain, Modic Changes and Uncal Degeneration: An MRI Study
gan: Muhittin Emre Altunrende, et al.
Cyhoeddwyd: (2019-12-01)

Apparent diffusion coefficient values in Modic changes – interobserver reproducibility and relation to Modic type
gan: Magnhild H. Dagestad, et al.
Cyhoeddwyd: (2022-07-01)

Epidemiology of Modic changes in dogs: Prevalence, possible risk factors, and association with spinal phenotypes
gan: Martijn Beukers, et al.
Cyhoeddwyd: (2023-09-01)

Automatic detection and voxel‐wise mapping of lumbar spine Modic changes with deep learning
gan: Kenneth T. Gao, et al.
Cyhoeddwyd: (2022-06-01)

Modic changes as seen on MRI are associated with nonspecific chronic lower back pain and disability
gan: Lloyd G. Czaplewski, et al.
Cyhoeddwyd: (2023-05-01)

Self-supervised learning for spinal MRIs
gan: Jamaludin, A, et al.
Cyhoeddwyd: (2017)

Evaluating CNN Architectures for the Automated Detection and Grading of Modic Changes in MRI: A Comparative Study
gan: Li‐peng Xing, et al.
Cyhoeddwyd: (2025-01-01)

To Interpret the Association of Chronic Low Back Pain with Modic Changes in MRI of Lumbar Spine Degeneration
gan: Lavanya Dharmalingam, et al.
Cyhoeddwyd: (2025-03-01)

Automated spinal MRI labelling from reports using a large language model
gan: Park, RY, et al.
Cyhoeddwyd: (2024)

The role of the complement system in disc degeneration and Modic changes
gan: Irina Heggli, et al.
Cyhoeddwyd: (2024-03-01)

Lumbar alterations in magnetic resonance: correlation between Modic and Pfirrmann classifications
gan: Luciano Miller Reis Rodrigues, et al.
Cyhoeddwyd: (2014-09-01)

Context-aware transformers for spinal cancer detection and radiological grading
gan: Windsor, R, et al.
Cyhoeddwyd: (2022)

Automated detection, labelling and radiological grading of clinical spinal MRIs
gan: Windsor, R, et al.
Cyhoeddwyd: (2024)

Spinopelvic alignment predicts disc calcification, displacement, and Modic changes: Evidence of an evolutionary etiology for clinically‐relevant spinal phenotypes
gan: Uruj Zehra, et al.
Cyhoeddwyd: (2020-03-01)

A convolutional approach to vertebrae detection and labelling in whole spine MRI
gan: Windsor, R, et al.
Cyhoeddwyd: (2020)

Dynamic Stabilisation in the Treatment of Degenerative Disc Disease with Modic Changes
gan: Olcay Eser, et al.
Cyhoeddwyd: (2013-01-01)

Study and analysis of the correlation between lumbar spondylolisthesis and Modic changes
gan: Guang-qing Li, et al.
Cyhoeddwyd: (2024-02-01)

Association of Modic Changes with Low Chronic Low Back Pain
gan: Akbar Shah, et al.
Cyhoeddwyd: (2023-06-01)

Radiological outcomes of 360° lumbar fusion in patients with Modic changes
gan: Evgenii S. Baikov, et al.
Cyhoeddwyd: (2022-10-01)

Lubricin expression in the lumbar endplate and its association with Modic changes
gan: Junhui Liu, et al.
Cyhoeddwyd: (2020-05-01)

Loading of the Spine in Low Back Pain Patients Does Not Induce MRI Changes in Modic Lesions: A Prospective Clinical Study
gan: Hanna Hebelka, et al.
Cyhoeddwyd: (2022-07-01)

Complete Blood Count-Derived Inflammation Indices in lumbar Modic Changes
gan: Yasemin Özkan, et al.
Cyhoeddwyd: (2025-01-01)

Clinical and Radiological Outcomes of Cervical Disc Arthroplasty in Patients with Modic Change
gan: Yifei Deng, et al.
Cyhoeddwyd: (2024-07-01)

The effects of lumbar fusion and non-fusion surgery on the development of Modic changes
gan: Xiaoping Mu, et al.
Cyhoeddwyd: (2022-07-01)

Association between device-measured physical activity and lumbar Modic changes
gan: Marella Modarress Julin, et al.
Cyhoeddwyd: (2020-09-01)

Characteristics of Modic changes in cervical kyphosis and their association with axial neck pain
gan: An YH, et al.
Cyhoeddwyd: (2017-07-01)

The clinical significance and inter-observer reliability of the modic changes grading score
gan: Peter Udby, et al.
Cyhoeddwyd: (2021-01-01)

Prevalence, Patterns, and Genetic Association Analysis of Modic Vertebral Endplate Changes
gan: Rishi Mugesh Kanna, et al.
Cyhoeddwyd: (2017-08-01)

Correlation between gene expression and MRI STIR signals in patients with chronic low back pain and Modic changes indicates immune involvement
gan: Maria Dehli Vigeland, et al.
Cyhoeddwyd: (2022-01-01)

CD90-positive stromal cells associate with inflammatory and fibrotic changes in modic changes
gan: Stefan Dudli, et al.
Cyhoeddwyd: (2022-09-01)

The correlation between the change of Hounsfield units value and Modic changes in the lumbar vertebral endplate
gan: Jiandong Zhu, et al.
Cyhoeddwyd: (2021-06-01)

Automated detection, labelling and radiological grading of clinical spinal MRIs
gan: Rhydian Windsor, et al.
Cyhoeddwyd: (2024-07-01)

Correlação entre instabilidade radiográfica e presença do sinal de modic Correlacíon entre la instabilidad radiológica y la presencia de modic Correlation between radiographic instability and modic's signal
gan: Leandro Medeiros da Costa, et al.
Cyhoeddwyd: (2011-01-01)

Selecting patients for treatments based on Modic changes: the need for accurate and standardised reporting
gan: Kümin, M, et al.
Cyhoeddwyd: (2024)

Investigation of relationship between lumbar Modic changes and serum vitamin D concentrations
gan: Server Ilter, et al.
Cyhoeddwyd: (2024-04-01)