Towards deep learning detection of lung nodules using micro-CT
Publication
, Conference
Holbrook, MD; Clark, DP; Patel, R; Qi, Y; Mowery, YM; Badea, CT
Published in: Progress in Biomedical Optics and Imaging - Proceedings of SPIE
January 1, 2021
We are developing imaging methods for the preclinical arm of a co-clinical trial investigating synergy between immunotherapy and radiotherapy. We perform in vivo micro-CT of mouse lungs to detect lung metastasis after treatment. This work explores deep learning (DL) as a fast and accurate approach to lung nodule segmentation. We examine the performance of DL lung tumor detection using realistically simulated nodules inserted into temporally-resolved real micro-CT datasets. Our simulations suggest that DL is a promising approach for fast, accurate segmentation of lung nodules in mice.
Duke Scholars
Published In
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
DOI
ISSN
1605-7422
Publication Date
January 1, 2021
Volume
11600
Citation
APA
Chicago
ICMJE
MLA
NLM
Holbrook, M. D., Clark, D. P., Patel, R., Qi, Y., Mowery, Y. M., & Badea, C. T. (2021). Towards deep learning detection of lung nodules using micro-CT. In Progress in Biomedical Optics and Imaging - Proceedings of SPIE (Vol. 11600). https://doi.org/10.1117/12.2581120
Holbrook, M. D., D. P. Clark, R. Patel, Y. Qi, Y. M. Mowery, and C. T. Badea. “Towards deep learning detection of lung nodules using micro-CT.” In Progress in Biomedical Optics and Imaging - Proceedings of SPIE, Vol. 11600, 2021. https://doi.org/10.1117/12.2581120.
Holbrook MD, Clark DP, Patel R, Qi Y, Mowery YM, Badea CT. Towards deep learning detection of lung nodules using micro-CT. In: Progress in Biomedical Optics and Imaging - Proceedings of SPIE. 2021.
Holbrook, M. D., et al. “Towards deep learning detection of lung nodules using micro-CT.” Progress in Biomedical Optics and Imaging - Proceedings of SPIE, vol. 11600, 2021. Scopus, doi:10.1117/12.2581120.
Holbrook MD, Clark DP, Patel R, Qi Y, Mowery YM, Badea CT. Towards deep learning detection of lung nodules using micro-CT. Progress in Biomedical Optics and Imaging - Proceedings of SPIE. 2021.
Published In
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
DOI
ISSN
1605-7422
Publication Date
January 1, 2021
Volume
11600