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White matter hyperintensity and stroke lesion segmentation and differentiation using convolutional neural networks
Autor: Guerrero, R., Qin, C., Oktay, O., Bowles, C., Chen, L., Joules, R., Wolz, R., Valdes-Hernandez, M. C., Dickie, D. A., Wardlaw, J., Rueckert, D.
The accurate assessment of White matter hyperintensities (WMH) burden is of crucial importance for epidemiological studies to determine association between WMHs, cognitive and clinical data. The manual delineation of WMHs is tedious, costly and time
Externí odkaz: http://arxiv.org/abs/1706.00935
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Akademický článek
segcsvd WMH : A Convolutional Neural Network-Based Tool for Quantifying White Matter Hyperintensities in Heterogeneous Patient Cohorts.
Autor: Gibson E; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK., Ramirez J; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Woods LA; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Ottoy J; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Berberian S; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Scott CJM; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Yhap V; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Gao F; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada., Coello RD; Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK., Valdes Hernandez M; Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK., Lang AE; University Health Network's Krembil Brain Institute, Edmond J Safra Program in Parkinson's Disease and the Rossy PSP Centre, Toronto Western Hospital, Toronto, Ontario, Canada.; Division of Neurology, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Canada., Tartaglia CM; University Health Network's Krembil Brain Institute, Edmond J Safra Program in Parkinson's Disease and the Rossy PSP Centre, Toronto Western Hospital, Toronto, Ontario, Canada.; Division of Neurology, Toronto Western Hospital, University Health Network, University of Toronto, Toronto, Canada., Kumar S; Department of Psychiatry, Adult Neurodevelopment and Geriatric Psychiatry, Centre for Addiction and Mental Health, Toronto, Canada., Binns MA; Rotman Research Institute, Baycrest Health Sciences, Toronto, Canada.; Division of Biostatistics, Dalla Lana School of Public Health, Toronto, Canada., Bartha R; Robarts Research Institute, Schulich School of Medicine and Dentistry, Western University, London, Canada., Symons S; Department of Medical Imaging, University of Toronto, Toronto, Canada.; Physical Sciences Platform, Sunnybrook Research Institute, University of Toronto, Toronto, Ontario, Canada., Swartz RH; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Department of Medicine, Division of Neurology, Sunnybrook Health Sciences Centre, Toronto, Canada., Masellis M; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Department of Medicine, Division of Neurology, Sunnybrook Health Sciences Centre, Toronto, Canada., Singh N; Department of Medical Imaging, University of Toronto, Toronto, Canada., Moody A; Department of Medical Imaging, University of Toronto, Toronto, Canada.; Physical Sciences Platform, Sunnybrook Research Institute, University of Toronto, Toronto, Ontario, Canada.; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada., MacIntosh BJ; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Physical Sciences Platform, Sunnybrook Research Institute, University of Toronto, Toronto, Ontario, Canada.; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.; Computational Radiology and Artificial Intelligence Unit, Division of Radiology and Nuclear Medicine, Oslo University Hospital, Oslo, Norway., Wardlaw JM; Centre for Clinical Brain Sciences, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh, UK., Black SE; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Physical Sciences Platform, Sunnybrook Research Institute, University of Toronto, Toronto, Ontario, Canada.; Department of Medicine, Division of Neurology, Sunnybrook Health Sciences Centre, Toronto, Canada., Lim ASP; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Department of Medicine, Division of Neurology, Sunnybrook Health Sciences Centre, Toronto, Canada., Goubran M; SEB Centre for Brain Resilience & Recovery, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada.; Physical Sciences Platform, Sunnybrook Research Institute, University of Toronto, Toronto, Ontario, Canada.; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.; Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, Canada.
Publikováno v: Human brain mapping [Hum Brain Mapp] 2024 Dec 15; Vol. 45 (18), pp. e70104.
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Akademický článek
Association of Cerebrovascular Reactivity With 1-Year Imaging and Clinical Outcomes in Small Vessel Disease: An Observational Cohort Study.
Autor: Sleight E; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Stringer MS; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Clancy U; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Arteaga-Reyes C; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Jaime Garcia D; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Jochems ACC; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Wiseman S; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Valdes Hernandez M; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Chappell FM; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Doubal FN; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Marshall I; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Thrippleton MJ; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom., Wardlaw JM; From the Centre for Clinical Brain Sciences (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.) and UK Dementia Research Institute (E.S., M.S.S., U.C., C.A.-R., D.J.G., A.C.C.J., S.W., M.V.H., F.M.C., F.N.D., I.M., M.T., J.M.W.), University of Edinburgh, United Kingdom. Michael Thrippleton and Joanna Wardlaw are currently at Edinburgh Imaging Facility, Royal Infirmary of Edinburgh, University of Edinburgh, United Kingdom.
Publikováno v: Neurology [Neurology] 2024 Dec 10; Vol. 103 (11), pp. e210008. Date of Electronic Publication: 2024 Nov 05.
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