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....

Полное описание

Библиографические подробности
Главные авторы:	Jamaludin, A, Kadir, T, Zisserman, A
Формат:	Conference item
Опубликовано:	Springer 2016

Схожие документы

SpineNet: automatically pinpointing classification evidence in spinal MRIs
по: Jamaludin, A, и др.
Опубликовано: (2016)

Automatic Detection and Classification of Modic Changes in MRI Images Using Deep Learning: Intelligent Assisted Diagnosis System
по: Gang Liu, и др.
Опубликовано: (2024-01-01)

SpineNet: Automated classification and evidence visualization in spinal MRIs
по: Jamaludin, A, и др.
Опубликовано: (2017)

Radiological Grading of Spinal MRI
по: Lootus, M, и др.
Опубликовано: (2015)

Comparing image normalization techniques in an end-to-end model for automated modic changes classification from MRI images
по: Andrea Cina, и др.
Опубликовано: (2024-01-01)

The Relation Among Neck Pain, Modic Changes and Uncal Degeneration: An MRI Study
по: Muhittin Emre Altunrende, и др.
Опубликовано: (2019-12-01)

Apparent diffusion coefficient values in Modic changes – interobserver reproducibility and relation to Modic type
по: Magnhild H. Dagestad, и др.
Опубликовано: (2022-07-01)

Epidemiology of Modic changes in dogs: Prevalence, possible risk factors, and association with spinal phenotypes
по: Martijn Beukers, и др.
Опубликовано: (2023-09-01)

Automatic detection and voxel‐wise mapping of lumbar spine Modic changes with deep learning
по: Kenneth T. Gao, и др.
Опубликовано: (2022-06-01)

Modic changes as seen on MRI are associated with nonspecific chronic lower back pain and disability
по: Lloyd G. Czaplewski, и др.
Опубликовано: (2023-05-01)

Self-supervised learning for spinal MRIs
по: Jamaludin, A, и др.
Опубликовано: (2017)

Evaluating CNN Architectures for the Automated Detection and Grading of Modic Changes in MRI: A Comparative Study
по: Li‐peng Xing, и др.
Опубликовано: (2025-01-01)

To Interpret the Association of Chronic Low Back Pain with Modic Changes in MRI of Lumbar Spine Degeneration
по: Lavanya Dharmalingam, и др.
Опубликовано: (2025-03-01)

Automated spinal MRI labelling from reports using a large language model
по: Park, RY, и др.
Опубликовано: (2024)

The role of the complement system in disc degeneration and Modic changes
по: Irina Heggli, и др.
Опубликовано: (2024-03-01)

Lumbar alterations in magnetic resonance: correlation between Modic and Pfirrmann classifications
по: Luciano Miller Reis Rodrigues, и др.
Опубликовано: (2014-09-01)

Context-aware transformers for spinal cancer detection and radiological grading
по: Windsor, R, и др.
Опубликовано: (2022)

Automated detection, labelling and radiological grading of clinical spinal MRIs
по: Windsor, R, и др.
Опубликовано: (2024)

Spinopelvic alignment predicts disc calcification, displacement, and Modic changes: Evidence of an evolutionary etiology for clinically‐relevant spinal phenotypes
по: Uruj Zehra, и др.
Опубликовано: (2020-03-01)

A convolutional approach to vertebrae detection and labelling in whole spine MRI
по: Windsor, R, и др.
Опубликовано: (2020)

Dynamic Stabilisation in the Treatment of Degenerative Disc Disease with Modic Changes
по: Olcay Eser, и др.
Опубликовано: (2013-01-01)

Study and analysis of the correlation between lumbar spondylolisthesis and Modic changes
по: Guang-qing Li, и др.
Опубликовано: (2024-02-01)

Association of Modic Changes with Low Chronic Low Back Pain
по: Akbar Shah, и др.
Опубликовано: (2023-06-01)

Radiological outcomes of 360° lumbar fusion in patients with Modic changes
по: Evgenii S. Baikov, и др.
Опубликовано: (2022-10-01)

Lubricin expression in the lumbar endplate and its association with Modic changes
по: Junhui Liu, и др.
Опубликовано: (2020-05-01)

Loading of the Spine in Low Back Pain Patients Does Not Induce MRI Changes in Modic Lesions: A Prospective Clinical Study
по: Hanna Hebelka, и др.
Опубликовано: (2022-07-01)

Complete Blood Count-Derived Inflammation Indices in lumbar Modic Changes
по: Yasemin Özkan, и др.
Опубликовано: (2025-01-01)

Clinical and Radiological Outcomes of Cervical Disc Arthroplasty in Patients with Modic Change
по: Yifei Deng, и др.
Опубликовано: (2024-07-01)

The effects of lumbar fusion and non-fusion surgery on the development of Modic changes
по: Xiaoping Mu, и др.
Опубликовано: (2022-07-01)

Association between device-measured physical activity and lumbar Modic changes
по: Marella Modarress Julin, и др.
Опубликовано: (2020-09-01)

Characteristics of Modic changes in cervical kyphosis and their association with axial neck pain
по: An YH, и др.
Опубликовано: (2017-07-01)

The clinical significance and inter-observer reliability of the modic changes grading score
по: Peter Udby, и др.
Опубликовано: (2021-01-01)

Prevalence, Patterns, and Genetic Association Analysis of Modic Vertebral Endplate Changes
по: Rishi Mugesh Kanna, и др.
Опубликовано: (2017-08-01)

Correlation between gene expression and MRI STIR signals in patients with chronic low back pain and Modic changes indicates immune involvement
по: Maria Dehli Vigeland, и др.
Опубликовано: (2022-01-01)

CD90-positive stromal cells associate with inflammatory and fibrotic changes in modic changes
по: Stefan Dudli, и др.
Опубликовано: (2022-09-01)

The correlation between the change of Hounsfield units value and Modic changes in the lumbar vertebral endplate
по: Jiandong Zhu, и др.
Опубликовано: (2021-06-01)

Automated detection, labelling and radiological grading of clinical spinal MRIs
по: Rhydian Windsor, и др.
Опубликовано: (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
по: Leandro Medeiros da Costa, и др.
Опубликовано: (2011-01-01)

Selecting patients for treatments based on Modic changes: the need for accurate and standardised reporting
по: Kümin, M, и др.
Опубликовано: (2024)

Investigation of relationship between lumbar Modic changes and serum vitamin D concentrations
по: Server Ilter, и др.
Опубликовано: (2024-04-01)