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....
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| Format: | Conference item |
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Springer
2016
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| _version_ | 1826290927348482048 |
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| author | Jamaludin, A Kadir, T Zisserman, A |
| author_facet | Jamaludin, A Kadir, T Zisserman, A |
| author_sort | Jamaludin, A |
| collection | OXFORD |
| description | 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. a vertebrae alignment scheme via precise bounding boxes obtained through corner localisation, 2. vertebral endplate classification in three dimensions, and 3. Modic changes classification. The system was trained and validated using a large dataset of 785 patients, containing MRIs sourced from a wide range of acquisition protocols. The proposed system achieved 87.8 % classification accuracy on our dataset. |
| first_indexed | 2024-03-07T02:51:41Z |
| format | Conference item |
| id | oxford-uuid:ade39f04-725e-47f9-8d9d-a9dc6e346cdb |
| institution | University of Oxford |
| last_indexed | 2024-03-07T02:51:41Z |
| publishDate | 2016 |
| publisher | Springer |
| record_format | dspace |
| spelling | oxford-uuid:ade39f04-725e-47f9-8d9d-a9dc6e346cdb2022-03-27T03:38:55ZAutomatic modic changes classification in spinal MRIConference itemhttp://purl.org/coar/resource_type/c_5794uuid:ade39f04-725e-47f9-8d9d-a9dc6e346cdbSymplectic Elements at OxfordSpringer2016Jamaludin, AKadir, TZisserman, AThis 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. a vertebrae alignment scheme via precise bounding boxes obtained through corner localisation, 2. vertebral endplate classification in three dimensions, and 3. Modic changes classification. The system was trained and validated using a large dataset of 785 patients, containing MRIs sourced from a wide range of acquisition protocols. The proposed system achieved 87.8 % classification accuracy on our dataset. |
| spellingShingle | Jamaludin, A Kadir, T Zisserman, A Automatic modic changes classification in spinal MRI |
| title | Automatic modic changes classification in spinal MRI |
| title_full | Automatic modic changes classification in spinal MRI |
| title_fullStr | Automatic modic changes classification in spinal MRI |
| title_full_unstemmed | Automatic modic changes classification in spinal MRI |
| title_short | Automatic modic changes classification in spinal MRI |
| title_sort | automatic modic changes classification in spinal mri |
| work_keys_str_mv | AT jamaludina automaticmodicchangesclassificationinspinalmri AT kadirt automaticmodicchangesclassificationinspinalmri AT zissermana automaticmodicchangesclassificationinspinalmri |