AAI_2025_Capstone_Chronicles_Combined

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Lin, T.-Y., Maire, M., Belongie, S., Hays, J., Perona, P., Ramanan, D., Dollár, P., & Zitnick, C. L. (2014). Microsoft COCO: Common objects in context. In European Conference on Computer Vision (pp. 740–755). Springer. https://doi.org/10.1007/978-3-319-10602 1_48 Liu, S., Chen, Y., & Zhang, Y.-D. (2022). Editorial: Artificial intelligence technology and the application in medical imaging. Frontiers in Medical Technology , 4 , 989983. https://doi.org/10.3389/fmedt.2022.98998 3 Liu, W., Anguelov, D., Erhan, D., Szegedy, C., Reed, S., Fu, C.-Y., & Berg, A. C. (2016). SSD: Single shot multibox detector. In European Conference on Computer Vision (pp. 21–37). Springer. https://doi.org/10.1007/978-3-319-46448 0_2 Micikevicius, P., Narang, S., Alben, J., Diamos, G., Elsen, E., Garcia, D., Ginsburg, B., Houston, M., Kuchaiev, O., Venkatesh, G., & Wu, H. (2017). Mixed precision training . arXiv. https://doi.org/10.48550/ARXIV.1710.037 40 National Institute of Biomedical Imaging and Bioengineering. (2025). Computed Tomography (CT) . Retrieved from https://www.nibib.nih.gov/science-educati on/science-topics/computed-tomography ct Paik, S., Park, J., Hong, J. Y., & Han, S. W. (2024). Deep learning application of vertebral compression fracture detection using Mask R-CNN. Scientific Reports , 14 , 16308.

https://doi.org/10.1038/s41598-024-67017 -6 Radiological Society of North America (RSNA). (2022). RSNA 2022 Cervical Spine Fracture Detection [Data set]. Kaggle. https://www.kaggle.com/competitions/rsn a-2022-cervical-spine-fracture-detection/d ata Redmon, J., Divvala, S., Girshick, R., & Farhadi, A. (2016). You only look once: Unified, real-time object detection. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 779–788. https://doi.org/10.1109/CVPR.2016.91 Ren, S., He, K., Girshick, R., & Sun, J. (2015). Faster R-CNN: Towards real-time object detection with region proposal networks. In Advances in Neural Information Processing Systems (Vol. 28, pp. 91–99). https://arxiv.org/abs/1506.01497 Ruiz Santiago, F., Lainez Ramos-Bossini, A. J., Wang, Y. X. J., Martinez Barbero, J. P., Espinosa, J. G., & Martinez, A. M. (2022). The value of magnetic resonance imaging and computed tomography in the study of spinal disorders. Quantitative Imaging in Medicine and Surgery , 12 (7), 4223–4306. https://doi.org/10.21037/qims-2022-04 Small, J. E., Osler, P., Paul, A. B., & Kunst, M. (2021). CT cervical spine fracture detection using a convolutional neural network. American Journal of Neuroradiology , 42 (7), 1341–1347. https://doi.org/10.3174/ajnr.A7094 Waseem, M., Torlincasi, A. M., & Hall, W. A. (2025). Cervical injury . StatPearls Publishing.

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