References
Feng L, Zhang Y, Wei W, Qiu H, Shi M. Applying deep learning to recognize the properties of vitreous opacity in ophthalmic ultrasound images. Eye. 2023;37:1–6.
Ong J, Waisberg E, Masalkhi M, Kamran SA, Lowry K, Sarker P, et al. Artificial intelligence frameworks to detect and investigate the pathophysiology of spaceflight associated neuro-ocular syndrome (SANS). Brain Sci. 2023;13:1148.
Ong J, Tavakkoli A, Zaman N, Kamran SA, Waisberg E, Gautam N, et al. Terrestrial health applications of visual assessment technology and machine learning in spaceflight associated neuro-ocular syndrome. Npj Microgravity. 2022;8:1–12.
Waisberg E, Ong J, Kamran SA, Paladugu P, Zaman N, Lee AG, et al. Transfer learning as an AI-based solution to address limited datasets in space medicine. Life Sci Space Res. 2023;36:36–8.
Dinatolo MF, Cohen LY. Monitoring the Impact of Spaceflight on the Human Brain. Life. 2022;12:1060.
Author information
Authors and Affiliations
Contributions
MM: Literature Review and Writing. JO: Manuscript Review and Editing. EW: Manuscript Review and Editing. AGL: Manuscript Review and Editing.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Masalkhi, M., Ong, J., Waisberg, E. et al. Deep learning in ophthalmic and orbital ultrasound for spaceflight associated neuro-ocular syndrome (SANS). Eye 38, 1397 (2024). https://doi.org/10.1038/s41433-023-02877-2
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41433-023-02877-2
- Springer Nature Limited
This article is cited by
-
Near infrared/ red light therapy a potential countermeasure for mitochondrial dysfunction in spaceflight associated neuro-ocular syndrome (SANS)
Eye (2024)
-
Mitochondrial dysfunction in Spaceflight Associated Neuro-Ocular Syndrome (SANS): a molecular hypothesis in pathogenesis
Eye (2024)
-
Response to ‘Deep learning in ophthalmic ultrasound to enable further insights in Spaceflight Associated Neuro-Ocular Syndrome (SANS)’
Eye (2023)