Sustainable Technologies for Imaging the Brain: Low-Field MRI and Machine Learning
Publication and Coverage
- Cherukuri V, Ssenyonga P, Warf BC, Kulkarni AV, Monga V, Schiff SJ. Learning Based Segmentation of CT Brain Images: Application to Postoperative Hydrocephalic Scans. IEEE Trans Biomed Eng. 2018 Aug;65(8):1871-1884. doi: 10.1109/TBME.2017.2783305. Epub 2017 Dec 13. PMID: 29989926; PMCID: PMC6062853.
- Cherukuri V, Guo T, Schiff SJ, Monga V. Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors. IEEE Trans Image Process. 2019 Sep 25:10.1109/TIP.2019.2942510. doi: 10.1109/TIP.2019.2942510. Epub ahead of print. PMID: 31562091; PMCID: PMC7335214.
- Natukunda F, Twongyirwe TM, Schiff SJ, Obungoloch J. Approaches in cooling of resistive coil-based low-field Magnetic Resonance Imaging (MRI) systems for application in low resource settings. BMC Biomed Eng. 2021 Feb 12;3(1):3. doi: 10.1186/s42490-021-00048-6. PMID: 33579373; PMCID: PMC7881601.
- Harper JR, Cherukuri V, O'Reilly T, Yu M, Mbabazi-Kabachelor E, Mulando R, Sheth KN, Webb AG, Warf BC, Kulkarni AV, Monga V, Schiff SJ. Assessing the utility of low resolution brain imaging: treatment of infant hydrocephalus. Neuroimage Clin. 2021;32:102896. doi: 10.1016/j.nicl.2021.102896. Epub 2021 Nov 23. PMID: 34911199; PMCID: PMC8646178.
- Chavva IR, Crawford AL, Mazurek MH, Yuen MM, Prabhat AM, Payabvash S, Sze G, Falcone GJ, Matouk CC, de Havenon A, Kim JA, Sharma R, Schiff SJ, Rosen MS, Kalpathy-Cramer J, Iglesias Gonzalez JE, Kimberly WT, Sheth KN. Deep Learning Applications for Acute Stroke Management. Ann Neurol. 2022 Oct;92(4):574-587. doi: 10.1002/ana.26435. Epub 2022 Jul 20. PMID: 35689531.
- Obungoloch, J., Harper, J. R., Consevage, S., Savukov, I. M., Neuberger, T., Tadigadapa, S., and Schiff, S. J. (2018). Design of a sustainable prepolarizing magnetic resonance imaging system for infant hydrocephalus. Magnetic Resonance Materials in Physics, Biology and Medicine
- Lother S, Schiff SJ, Neuberger T, Jakoba PM, Fidler F, Design of a mobile, homogeneous and efficient electromagnet with a large field-of-view for neonatal low field MRI, Magnetic Resonance Materials in Physics, Biology and Medicine, (2016) 29:691–698. https://doi.org/10.1007/s10334-016-0525-8. PMID: 26861046
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