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个人简介
Starting image analysis with applications to satellite imaging, he became increasingly interested in driving problems from medicine, tackled in close multidisciplinary collaboration between medicine, engineering, and statistics. His research supports a number of clinical imaging research studies with novel, innovative image analysis methodologies related to segmentation, registration, atlas building, shape analysis, and image statistics. Driving clinical problems include research in schizophrenia, autism, multiple sclerosis, Huntington’s disease, studies of infants at risk for mental illness, and in general analysis of anatomical changes due to disease, therapy and recovery. Gerig’s research resulted in various new image analysis methodologies for nonlinear processing, multi-scale segmentation and shape analysis, some of them first and seminal to the field. Applications resulted in new clinical research discoveries such as vulnerability for schizophrenia, differences in brain development in infants with autism, and correlation of shape atrophy with risk status in Huntington’s. New tools and methods are developed as open source software and made available to the public, including teaching materials and hands-on training workshops.
研究兴趣
论文共 440 篇作者统计合作学者相似作者
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Tyler C. McFayden,Joshua Rutsohn, Gizem Cetin, Elizabeth Forsen,Meghan R. Swanson,Shoba S. Meera,Jason J. Wolff,Jed T. Elison,Mark D. Shen,Kelly Botteron, Stephen R. Dager,Annette Estes,
Molecular Psychiatrypp.1-10, (2024)
Proceedings of machine learning research (2024): 301-319
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INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCEno. 8 (2023)
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Guido Gerig,Palaiologos Alexopoulos, Dimitri Szezurek,Anse Vellappally, Shijie Li,James Fishbaugh,Joel S. Schuman,Gadi Wollstein
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCEno. 8 (2023)
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CoRR (2023)
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International Conference on Medical Imaging with Deep Learningpp.301-319, (2023)
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Anse Vellappally,Guido Gerig,Palaiologos Alexopoulos, Sarah Segal,Ronald Zambrano, Allison Toyos,Shijie Li,TingFang Lee,Jiyuan Hu,Joel S. Schuman,Gadi Wollstein
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCEno. 8 (2023)
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