M.S. AAI Capstone Chronicles 2024

CNN Lung Disease Classification

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Works Cited National Institutes of Health Chest X-ray Dataset. (n.d.). NIH Chest X-rays . Kaggle. Retrieved from https://www.kaggle.com/datasets/nih-chest-xrays/data Simonyan, K., & Zisserman, A. (2015). Very deep convolutional networks for large-scale image recognition . In International Conference on Learning Representations (ICLR) http://arxiv.org/abs/1409.1556v6 Keras, (n.d.) KerasTuner . Retrieved from https://keras.io/keras_tuner/ Varshni, D., Nijhawan, R., Thakral, K., Mittal, A., & Agarwal, L. (2019). Pneumonia detection using CNN based feature extraction. In IEEE Xplore. https://doi.org/10.1109/ACCESS.2019.2962842 Baltruschat, I. M., Nickisch, H., Grass, M., Knopp, T., & Saalbach, A. (2019). Comparison of deep learning approaches for multi-label chest X-ray classification . Scientific Reports, 9(1), 6381. https://doi.org/10.1038/s41598-019-42294-8 Guan, Q., Huang, Y., Zhong, Z., Zheng, Z., Zheng, L., & Yang, Y. (2018). Diagnose like a radiologist: Attention guided convolutional neural network for thorax disease classification . arXiv preprint https://doi.org/10.48550/arXiv.1801.09927 Cetiner, H., & Metlek, S. (2023). CNNTuner: Image Classification with A Novel CNN Model Optimized Hyperparameters . Bitlis Eren Üniversitesi Fen Bilimleri Dergisi, 12(3), 746-763. https://doi.org/10.17798/bitlisfen.1294417 Johns Hopkins Medicine. (n.d.). Atelectasis . https://www.hopkinsmedicine.org/health/conditions-and-diseases/atelectasis Krishna, R., Antoine, M. H., & Rudrappa, M. (2024). Pleural effusion. In StatPearls . StatPearls Publishing. https://www.ncbi.nlm.nih.gov/books/NBK459262/ Core Concepts in Clinical Infectious Diseases (CCCID). (2016). Lung infiltrate . ScienceDirect. https://www.sciencedirect.com/topics/nursing-and-health-professions/lung-infiltrate He, J., Baxter, S. L., Xu, J., Xu, J., Zhou, X., & Zhang, K. (2019). The practical implementation of artificial intelligence technologies in medicine . Nature Medicine,

25(1), 30-36. https://doi.org/10.1038/s41591-018-0307-0 Gunnell, M. (2024, April 6). Bounding box . Techopedia. https://www.techopedia.com/definition/bounding-box

Rajpurkar, P., Irvin, J., Zhu, K., Yang, B., Mehta, H., Duan, T., ... & Ng, A. Y. (2017). Chexnet: Radiologist-level pneumonia detection on chest x-rays with deep learning . arXiv https://doi.org/10.48550/arXiv.1711.05225

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