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Traumatic Brain Lesion Quantification based on Mean Diffusivity Changes
- Source :
- Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, BrainLes (MICCAI), Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, BrainLes (MICCAI), 10670, Springer, pp.88-99, 2018, Lecture Notes in Computer Science, ⟨10.1007/978-3-319-75238-9_8⟩, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries ISBN: 9783319752372, BrainLes@MICCAI
- Publication Year :
- 2018
- Publisher :
- HAL CCSD, 2018.
-
Abstract
- International audience; We report the evaluation of an automated method for quantification of brain tissue damage, caused by a severe traumatic brain injury, using mean diffusivity computed from MR diffusion images. Our automatic results obtained on realistic phantoms and real patient images 10 days post-event provided by nine different centers were coherent with four expert manually identified lesions. For realistic phantoms automated method scores were equal to 0.77, 0.77 and 0.83 for Dice, Precision and Sensibility respectively compared to 0.78, 0.72 and 0.86 for the experts. The inter correlation class (ICC) was 0.79. For 7/9 real cases 0.57, 0.50 and 0.70 were respectively obtained for automated method compared to 0.60, 0.52 and 0.78 for experts with ICC=0.71. Additionally, we detail the quality control module used to pool data from various image provider centers. This study clearly demonstrates the validity of the proposed automated method to eventually compute in a multi-centre project, the lesional load following brain trauma based on MD changes.
- Subjects :
- Traumatic brain injury
business.industry
Computer science
Brain tissue
medicine.disease
Thermal diffusivity
030218 nuclear medicine & medical imaging
03 medical and health sciences
0302 clinical medicine
[MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]
medicine
Brain lesions
Nuclear medicine
business
Mr diffusion
[MATH.MATH-ST] Mathematics [math]/Statistics [math.ST]
Brain trauma
030217 neurology & neurosurgery
Automated method
Subjects
Details
- Language :
- English
- ISBN :
- 978-3-319-75237-2
- ISBNs :
- 9783319752372
- Database :
- OpenAIRE
- Journal :
- Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, BrainLes (MICCAI), Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, BrainLes (MICCAI), 10670, Springer, pp.88-99, 2018, Lecture Notes in Computer Science, ⟨10.1007/978-3-319-75238-9_8⟩, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries ISBN: 9783319752372, BrainLes@MICCAI
- Accession number :
- edsair.doi.dedup.....965b05a2d96c3e3ee7da728ffb836a5d
- Full Text :
- https://doi.org/10.1007/978-3-319-75238-9_8⟩