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Can I read 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI) on EtoBox?
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI) by Quan, Tran Minh (author);Thanh, Huynh Minh (author);Huy, Ta Duc (author);Chanh, Nguyen Do Trung (author);Anh, Nguyen Thi Phuong (author);Vu, Phan Hoan (author);Nam, Nguyen Hoang (author);Tuong, Tran Quy (author);Dien, Vu Minh (author);Van Giang, Bui (author);Trung, Bui Huu (author);Truong, Steven Quoc Hung (author) is a nonfiction available to read on EtoBox.
What is 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI) about?
This work aims to fight against the current outbreak pandemic by developing a method to classify suspected infected COVID-19 cases. Driven by the urgency, due to the vastly increased number of patients and deaths worldwide, we rely on situationally pragmatic chest X-ray scans and state-ofthe-art deep learning techniques to build a robust diagnosis for massive screening, early detection, and in-time isolation decision making. The proposed solution, X-ray Projected Generative Adversarial Network (XPGAN), addresses the most fundamental issue in training such a deep neural network on limited human-annotated datasets. By leveraging the generative adversarial network, we can synthesize a large amount of chest X-ray images with prior categories from more accurate 3D Computed Tomography data, including COVID-19, and jointly train a model with a few hundreds of positive samples. As a result, XPGAN outperforms the vanilla DenseNet121 models and other competing baselines trained on the same frontal chest X-ray images.
Who reads 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- Quan, Tran Minh (author);Thanh, Huynh Minh (author);Huy, Ta Duc (author);Chanh, Nguyen Do Trung (author);Anh, Nguyen Thi Phuong (author);Vu, Phan Hoan (author);Nam, Nguyen Hoang (author);Tuong, Tran Quy (author);Dien, Vu Minh (author);Van Giang, Bui (author);Trung, Bui Huu (author);Truong, Steven Quoc Hung (author)
- Publisher
- IEEE
- Published
- 2021
- Language
- EN
- Category
- nonfiction